LogViewer
45   eb2512  20250806   7330.00  ...   7346.00     7322.00       EB
46   eb2601  20250806   7339.00  ...   7357.00     7329.00       EB
47   eb2602  20250806   7344.00  ...   7371.00     7339.00       EB
48   eb2603  20250806   7350.00  ...   7385.00     7341.00       EB
49   eb2604  20250806   7357.00  ...   7356.00     7348.00       EB
50   eb2605  20250806   7381.00  ...   7400.00     7343.00       EB
51   eb2606  20250806   7366.00  ...   7376.00     7391.00       EB
52   eb2607  20250806   7330.00  ...   7330.00     7313.00       EB
53   eg2508  20250806      0.00  ...   4407.00     4407.00       EG
54   eg2509  20250806   4417.00  ...   4411.00     4380.00       EG
55   eg2510  20250806   4407.00  ...   4416.00     4392.00       EG
56   eg2511  20250806   4412.00  ...   4423.00     4397.00       EG
57   eg2512  20250806   4430.00  ...   4431.00     4411.00       EG
58   eg2601  20250806   4411.00  ...   4434.00     4409.00       EG
59   eg2602  20250806   4442.00  ...   4442.00     4412.00       EG
60   eg2603  20250806   4441.00  ...   4440.00     4400.00       EG
61   eg2604  20250806   4455.00  ...   4464.00     4420.00       EG
62   eg2605  20250806   4462.00  ...   4465.00     4432.00       EG
63   eg2606  20250806   4455.00  ...   4470.00     4419.00       EG
64   eg2607  20250806      0.00  ...   4446.00     4446.00       EG
65   fb2508  20250806      0.00  ...   1370.50     1370.50       FB
66   fb2509  20250806   1259.00  ...   1254.00     1268.00       FB
67   fb2510  20250806   1290.50  ...   1295.00     1291.50       FB
68   fb2511  20250806   1282.50  ...   1290.50     1289.00       FB
69   fb2512  20250806   1293.00  ...   1293.50     1292.00       FB
70   fb2601  20250806   1292.50  ...   1296.50     1295.00       FB
71   fb2602  20250806   1293.00  ...   1301.00     1297.00       FB
72   fb2603  20250806      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250806      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250806      0.00  ...   1337.50     1337.50       FB
75   fb2606  20250806      0.00  ...   1331.50     1331.50       FB
76   fb2607  20250806      0.00  ...   1302.50     1302.50       FB
77    i2508  20250806    801.00  ...    816.50      809.50        I
78    i2509  20250806    799.50  ...    795.00      795.00        I
79    i2510  20250806    797.00  ...    793.50      791.50        I
80    i2511  20250806    792.00  ...    789.00      786.00        I
81    i2512  20250806    787.50  ...    785.50      779.50        I
82    i2601  20250806    778.50  ...    778.50      773.00        I
83    i2602  20250806    773.50  ...    773.50      766.00        I
84    i2603  20250806    768.00  ...    768.50      762.00        I
85    i2604  20250806    763.00  ...    763.50      757.00        I
86    i2605  20250806    755.00  ...    754.50      749.00        I
87    i2606  20250806    749.00  ...    750.00      743.50        I
88    i2607  20250806    745.00  ...    745.50      739.50        I
89    j2508  20250806      0.00  ...   1598.00     1598.00        J
90    j2509  20250806   1633.00  ...   1639.50     1613.00        J
91    j2510  20250806   1660.00  ...   1672.00     1634.00        J
92    j2511  20250806   1676.50  ...   1690.50     1656.00        J
93    j2512  20250806   1692.00  ...   1704.00     1677.50        J
94    j2601  20250806   1710.00  ...   1721.00     1680.50        J
95    j2602  20250806   1714.00  ...   1731.50     1728.50        J
96    j2603  20250806   1745.50  ...   1752.00     1740.00        J
97    j2604  20250806   1778.50  ...   1781.50     1795.00        J
98    j2605  20250806   1790.00  ...   1811.50     1759.50        J
99    j2606  20250806   1818.50  ...   1827.50     1753.50        J
100   j2607  20250806   1822.50  ...   1819.50     1754.50        J
101  jd2508  20250806   2810.00  ...   2756.00     2871.00       JD
102  jd2509  20250806   3315.00  ...   3352.00     3345.00       JD
103  jd2510  20250806   3248.00  ...   3275.00     3254.00       JD
104  jd2511  20250806   3336.00  ...   3355.00     3341.00       JD
105  jd2512  20250806   3537.00  ...   3536.00     3525.00       JD
106  jd2601  20250806   3625.00  ...   3627.00     3628.00       JD
107  jd2602  20250806   3209.00  ...   3207.00     3210.00       JD
108  jd2603  20250806   3209.00  ...   3217.00     3214.00       JD
109  jd2604  20250806   3359.00  ...   3364.00     3359.00       JD
110  jd2605  20250806   3467.00  ...   3474.00     3467.00       JD
111  jd2606  20250806   3299.00  ...   3303.00     3301.00       JD
112  jd2607  20250806   3519.00  ...   3516.00     3515.00       JD
113  jm2508  20250806    920.00  ...    941.50      878.00       JM
114  jm2509  20250806   1035.00  ...   1050.00     1013.00       JM
115  jm2510  20250806   1080.00  ...   1100.50     1041.00       JM
116  jm2511  20250806   1101.00  ...   1144.00     1075.00       JM
117  jm2512  20250806   1143.00  ...   1171.00     1107.50       JM
118  jm2601  20250806   1182.00  ...   1202.00     1147.00       JM
119  jm2602  20250806   1220.50  ...   1225.50     1169.00       JM
120  jm2603  20250806   1212.00  ...   1239.00     1179.00       JM
121  jm2604  20250806   1230.50  ...   1257.00     1194.00       JM
122  jm2605  20250806   1245.00  ...   1269.50     1200.00       JM
123  jm2606  20250806   1245.00  ...   1277.00     1216.00       JM
124  jm2607  20250806   1252.00  ...   1285.00     1220.00       JM
125   l2508  20250806      0.00  ...   7311.00     7311.00        L
126   l2509  20250806   7323.00  ...   7318.00     7288.00        L
127   l2510  20250806   7343.00  ...   7339.00     7308.00        L
128   l2511  20250806   7362.00  ...   7362.00     7332.00        L
129   l2512  20250806   7380.00  ...   7375.00     7345.00        L
130   l2601  20250806   7380.00  ...   7382.00     7355.00        L
131   l2602  20250806   7373.00  ...   7365.00     7341.00        L
132   l2603  20250806      0.00  ...   7373.00     7373.00        L
133   l2604  20250806      0.00  ...   7394.00     7394.00        L
134   l2605  20250806   7374.00  ...   7373.00     7342.00        L
135   l2606  20250806   7375.00  ...   7369.00     7333.00        L
136   l2607  20250806   7361.00  ...   7375.00     7361.00        L
137  lg2509  20250806    829.00  ...    831.00      831.50       LG
138  lg2511  20250806    835.00  ...    839.00      836.50       LG
139  lg2601  20250806    842.00  ...    841.00      840.50       LG
140  lg2603  20250806    837.00  ...    839.00      836.50       LG
141  lg2605  20250806    840.00  ...    842.00      842.00       LG
142  lg2607  20250806    834.00  ...    839.00      841.00       LG
143  lh2509  20250806  13880.00  ...  13825.00    13900.00       LH
144  lh2511  20250806  13855.00  ...  13985.00    13915.00       LH
145  lh2601  20250806  14125.00  ...  14285.00    14170.00       LH
146  lh2603  20250806  13275.00  ...  13365.00    13260.00       LH
147  lh2605  20250806  13800.00  ...  13890.00    13775.00       LH
148  lh2607  20250806  14430.00  ...  14490.00    14440.00       LH
149   m2508  20250806   3013.00  ...   3007.00     3016.00        M
150   m2509  20250806   3036.00  ...   3027.00     3030.00        M
151   m2511  20250806   3078.00  ...   3064.00     3066.00        M
152   m2512  20250806   3104.00  ...   3095.00     3096.00        M
153   m2601  20250806   3076.00  ...   3072.00     3069.00        M
154   m2603  20250806   2944.00  ...   2942.00     2935.00        M
155   m2605  20250806   2760.00  ...   2754.00     2752.00        M
156   m2607  20250806   2749.00  ...   2735.00     2730.00        M
157   p2508  20250806      0.00  ...   8808.00     8808.00        P
158   p2509  20250806   9062.00  ...   8980.00     8946.00        P
159   p2510  20250806   9034.00  ...   8978.00     8934.00        P
160   p2511  20250806   9050.00  ...   8976.00     8942.00        P
161   p2512  20250806   9038.00  ...   8980.00     8906.00        P
162   p2601  20250806   9044.00  ...   8986.00     8930.00        P
163   p2602  20250806   8938.00  ...   8944.00     8906.00        P
164   p2603  20250806   8940.00  ...   8910.00     8832.00        P
165   p2604  20250806   8890.00  ...   8882.00     8840.00        P
166   p2605  20250806   8846.00  ...   8780.00     8744.00        P
167   p2606  20250806   8742.00  ...   8708.00     8684.00        P
168   p2607  20250806   8666.00  ...   8654.00     8594.00        P
169  pg2508  20250806   3885.00  ...   3885.00     3885.00       PG
170  pg2509  20250806   3830.00  ...   3835.00     3849.00       PG
171  pg2510  20250806   4272.00  ...   4302.00     4272.00       PG
172  pg2511  20250806   4206.00  ...   4236.00     4209.00       PG
173  pg2512  20250806   4161.00  ...   4183.00     4163.00       PG
174  pg2601  20250806   4117.00  ...   4136.00     4117.00       PG
175  pg2602  20250806   4054.00  ...   4074.00     4048.00       PG
176  pg2603  20250806   3978.00  ...   3993.00     3972.00       PG
177  pg2604  20250806   4272.00  ...   4284.00     4258.00       PG
178  pg2605  20250806   4166.00  ...   4186.00     4164.00       PG
179  pg2606  20250806   4127.00  ...   4136.00     4113.00       PG
180  pg2607  20250806   4078.00  ...   4087.00     4086.00       PG
181  pp2508  20250806   7044.00  ...   7073.00     7033.00       PP
182  pp2509  20250806   7090.00  ...   7084.00     7066.00       PP
183  pp2510  20250806   7096.00  ...   7091.00     7069.00       PP
184  pp2511  20250806   7102.00  ...   7102.00     7085.00       PP
185  pp2512  20250806   7115.00  ...   7115.00     7091.00       PP
186  pp2601  20250806   7110.00  ...   7119.00     7101.00       PP
187  pp2602  20250806   7094.00  ...   7099.00     7083.00       PP
188  pp2603  20250806   7099.00  ...   7102.00     7101.00       PP
189  pp2604  20250806   7109.00  ...   7112.00     7105.00       PP
190  pp2605  20250806   7160.00  ...   7127.00     7111.00       PP
191  pp2606  20250806      0.00  ...   7085.00     7085.00       PP
192  pp2607  20250806      0.00  ...   7109.00     7109.00       PP
193  rr2508  20250806      0.00  ...   3562.00     3562.00       RR
194  rr2509  20250806   3597.00  ...   3606.00     3609.00       RR
195  rr2510  20250806   3621.00  ...   3619.00     3618.00       RR
196  rr2511  20250806   3616.00  ...   3618.00     3620.00       RR
197  rr2512  20250806      0.00  ...   3615.00     3615.00       RR
198  rr2601  20250806   3624.00  ...   3623.00     3623.00       RR
199  rr2602  20250806      0.00  ...   3620.00     3620.00       RR
200  rr2603  20250806   3615.00  ...   3615.00     3615.00       RR
201  rr2604  20250806   3618.00  ...   3618.00     3620.00       RR
202  rr2605  20250806   3620.00  ...   3619.00     3620.00       RR
203  rr2606  20250806      0.00  ...   3627.00     3627.00       RR
204  rr2607  20250806      0.00  ...   3633.00     3633.00       RR
205   v2508  20250806   4948.00  ...   4958.00     4948.00        V
206   v2509  20250806   5034.00  ...   5032.00     4992.00        V
207   v2510  20250806   5070.00  ...   5072.00     5027.00        V
208   v2511  20250806   5105.00  ...   5115.00     5061.00        V
209   v2512  20250806   5135.00  ...   5160.00     5103.00        V
210   v2601  20250806   5175.00  ...   5173.00     5132.00        V
211   v2602  20250806   5197.00  ...   5196.00     5179.00        V
212   v2603  20250806   5206.00  ...   5219.00     5174.00        V
213   v2604  20250806   5429.00  ...   5447.00     5396.00        V
214   v2605  20250806   5422.00  ...   5468.00     5428.00        V
215   v2606  20250806   5478.00  ...   5494.00     5459.00        V
216   v2607  20250806   5506.00  ...   5532.00     5477.00        V
217   y2508  20250806   8688.00  ...   8514.00     8284.00        Y
218   y2509  20250806   8350.00  ...   8360.00     8294.00        Y
219   y2511  20250806   8350.00  ...   8366.00     8296.00        Y
220   y2512  20250806   8358.00  ...   8370.00     8298.00        Y
221   y2601  20250806   8320.00  ...   8334.00     8264.00        Y
222   y2603  20250806   8232.00  ...   8242.00     8192.00        Y
223   y2605  20250806   7954.00  ...   7944.00     7904.00        Y
224   y2607  20250806   7938.00  ...   7922.00     7882.00        Y

[225 rows x 12 columns]
2025-08-08 18:26:03,172 - future_1d - INFO - ak.get_dce_daily('2025-08-06') done
2025-08-08 18:26:04,922 - future_1d - INFO - save future_daily 2025-08-06 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250807  ...   78380      78200      CU
1        1      CU2509  20250807  ...   78380      78160      CU
2        2      CU2510  20250807  ...   78380      78160      CU
3        3      CU2511  20250807  ...   78350      78150      CU
4        4      CU2512  20250807  ...   78320      78120      CU
5        5      CU2601  20250807  ...   78290      78080      CU
6        6      CU2602  20250807  ...   78270      78030      CU
7        7      CU2603  20250807  ...   78300      78010      CU
8        8      CU2604  20250807  ...   78290      78040      CU
9        9      CU2605  20250807  ...   78280      78080      CU
10      10      CU2606  20250807  ...   78230      78040      CU
11      11      CU2607  20250807  ...   78260      78060      CU
12      12      BC2508  20250807  ...   69270      69270      BC
13      13      BC2509  20250807  ...   69540      69340      BC
14      14      BC2510  20250807  ...   69600      69410      BC
15      15      BC2511  20250807  ...   69290      69240      BC
16      16      BC2512  20250807  ...   69460      69900      BC
17      17      BC2601  20250807  ...   70020      70020      BC
18      18      BC2602  20250807  ...   70000      70000      BC
19      19      BC2603  20250807  ...   70000      70000      BC
20      20      BC2604  20250807  ...   70000      70000      BC
21      21      BC2605  20250807  ...   70000      70000      BC
22      22      BC2606  20250807  ...   69340      69340      BC
23      23      BC2607  20250807  ...   68670      68670      BC
24      24      AL2508  20250807  ...   20775      20655      AL
25      25      AL2509  20250807  ...   20765      20600      AL
26      26      AL2510  20250807  ...   20725      20570      AL
27      27      AL2511  20250807  ...   20670      20525      AL
28      28      AL2512  20250807  ...   20630      20475      AL
29      29      AL2601  20250807  ...   20590      20445      AL
30      30      AL2602  20250807  ...   20590      20450      AL
31      31      AL2603  20250807  ...   20605      20470      AL
32      32      AL2604  20250807  ...   20630      20460      AL
33      33      AL2605  20250807  ...   20640      20480      AL
34      34      AL2606  20250807  ...   20660      20535      AL
35      35      AL2607  20250807  ...   20670      20505      AL
36      36      ZN2508  20250807  ...   22505      22310      ZN
37      37      ZN2509  20250807  ...   22530      22330      ZN
38      38      ZN2510  20250807  ...   22540      22330      ZN
39      39      ZN2511  20250807  ...   22540      22325      ZN
40      40      ZN2512  20250807  ...   22545      22280      ZN
41      41      ZN2601  20250807  ...   22505      22260      ZN
42      42      ZN2602  20250807  ...   22495      22255      ZN
43      43      ZN2603  20250807  ...   22525      22275      ZN
44      44      ZN2604  20250807  ...   22530      22270      ZN
45      45      ZN2605  20250807  ...   22515      22320      ZN
46      46      ZN2606  20250807  ...   22495      22345      ZN
47      47      ZN2607  20250807  ...   22505      22305      ZN
48      48      PB2508  20250807  ...   16810      16775      PB
49      49      PB2509  20250807  ...   16860      16830      PB
50      50      PB2510  20250807  ...   16875      16825      PB
51      51      PB2511  20250807  ...   16910      16845      PB
52      52      PB2512  20250807  ...   16930      16845      PB
53      53      PB2601  20250807  ...   16935      16925      PB
54      54      PB2602  20250807  ...   16970      16970      PB
55      55      PB2603  20250807  ...   17010      16825      PB
56      56      PB2604  20250807  ...   17030      16855      PB
57      57      PB2605  20250807  ...   17040      17020      PB
58      58      PB2606  20250807  ...   17065      16860      PB
59      59      PB2607  20250807  ...   17060      16980      PB
60      60      NI2508  20250807  ...  121100     120620      NI
61      61      NI2509  20250807  ...  121350     120680      NI
62      62      NI2510  20250807  ...  121480     120810      NI
63      63      NI2511  20250807  ...  121640     120970      NI
64      64      NI2512  20250807  ...  121850     121190      NI
65      65      NI2601  20250807  ...  122110     121500      NI
66      66      NI2602  20250807  ...  122680     121710      NI
67      67      NI2603  20250807  ...  122660     121820      NI
68      68      NI2604  20250807  ...  122660     122280      NI
69      69      NI2605  20250807  ...  123230     122640      NI
70      70      NI2606  20250807  ...  123650     122940      NI
71      71      NI2607  20250807  ...  123550     123100      NI
72      72      SN2508  20250807  ...  267040     266550      SN
73      73      SN2509  20250807  ...  267530     266860      SN
74      74      SN2510  20250807  ...  267850     267160      SN
75      75      SN2511  20250807  ...  267850     267170      SN
76      76      SN2512  20250807  ...  267740     266980      SN
77      77      SN2601  20250807  ...  268160     267550      SN
78      78      SN2602  20250807  ...  267920     267470      SN
79      79      SN2603  20250807  ...  268070     267930      SN
80      80      SN2604  20250807  ...  268810     268730      SN
81      81      SN2605  20250807  ...  268850     268090      SN
82      82      SN2606  20250807  ...  269300     268240      SN
83      83      SN2607  20250807  ...  268580     268490      SN
84      84      AO2508  20250807  ...    3251       3227      AO
85      85      AO2509  20250807  ...    3244       3222      AO
86      86      AO2510  20250807  ...    3242       3223      AO
87      87      AO2511  20250807  ...    3245       3225      AO
88      88      AO2512  20250807  ...    3252       3232      AO
89      89      AO2601  20250807  ...    3265       3235      AO
90      90      AO2602  20250807  ...    3262       3219      AO
91      91      AO2603  20250807  ...    3258       3229      AO
92      92      AO2604  20250807  ...    3282       3237      AO
93      93      AO2605  20250807  ...    3261       3237      AO
94      94      AO2606  20250807  ...    3266       3234      AO
95      95      AO2607  20250807  ...    3263       3239      AO
96      96      AD2511  20250807  ...   20160      20020      AD
97      97      AD2512  20250807  ...   20170      20060      AD
98      98      AD2601  20250807  ...   20140      20015      AD
99      99      AD2602  20250807  ...   19855      19855      AD
100    100      AD2603  20250807  ...   19885      19885      AD
101    101      AD2604  20250807  ...   19710      19710      AD
102    102      AD2605  20250807  ...   19885      19650      AD
103    103      AD2606  20250807  ...   19870      19715      AD
104    104      AD2607  20250807  ...   19830      19830      AD
105    105      AU2508  20250807  ...   781.6     781.54      AU
106    106      AU2509  20250807  ...   782.4     783.02      AU
107    107      AU2510  20250807  ...  783.38     784.26      AU
108    108      AU2512  20250807  ...  785.56     786.36      AU
109    109      AU2602  20250807  ...  787.66      788.5      AU
110    110      AU2604  20250807  ...  789.84     790.68      AU
111    111      AU2606  20250807  ...  792.04     792.88      AU
112    112      AU2608  20250807  ...   794.3      795.3      AU
113    113      AG2508  20250807  ...    9184       9147      AG
114    114      AG2509  20250807  ...    9190       9147      AG
115    115      AG2510  20250807  ...    9201       9160      AG
116    116      AG2511  20250807  ...    9212       9169      AG
117    117      AG2512  20250807  ...    9227       9184      AG
118    118      AG2601  20250807  ...    9237       9192      AG
119    119      AG2602  20250807  ...    9248       9208      AG
120    120      AG2603  20250807  ...    9268       9218      AG
121    121      AG2604  20250807  ...    9275       9228      AG
122    122      AG2605  20250807  ...    9291       9250      AG
123    123      AG2606  20250807  ...    9307       9257      AG
124    124      AG2607  20250807  ...    9323       9266      AG
125    125      RB2508  20250807  ...    3202       3195      RB
126    126      RB2509  20250807  ...    3201       3194      RB
127    127      RB2510  20250807  ...    3236       3230      RB
128    128      RB2511  20250807  ...    3251       3246      RB
129    129      RB2512  20250807  ...    3288       3284      RB
130    130      RB2601  20250807  ...    3309       3306      RB
131    131      RB2602  20250807  ...    3301       3295      RB
132    132      RB2603  20250807  ...    3316       3317      RB
133    133      RB2604  20250807  ...    3330       3330      RB
134    134      RB2605  20250807  ...    3331       3334      RB
135    135      RB2606  20250807  ...    3343       3346      RB
136    136      RB2607  20250807  ...    3350       3354      RB
137    137      WR2508  20250807  ...    3212       3212      WR
138    138      WR2509  20250807  ...    3342       3342      WR
139    139      WR2510  20250807  ...    3461       3467      WR
140    140      WR2511  20250807  ...    3490       3490      WR
141    141      WR2512  20250807  ...    3499       3499      WR
142    142      WR2601  20250807  ...    3473       3473      WR
143    143      WR2602  20250807  ...    3523       3523      WR
144    144      WR2603  20250807  ...    3609       3527      WR
145    145      WR2604  20250807  ...    3560       3560      WR
146    146      WR2605  20250807  ...    3478       3478      WR
147    147      WR2606  20250807  ...    3599       3599      WR
148    148      WR2607  20250807  ...    3635       3635      WR
149    149      HC2508  20250807  ...    3436       3450      HC
150    150      HC2509  20250807  ...    3459       3461      HC
151    151      HC2510  20250807  ...    3447       3452      HC
152    152      HC2511  20250807  ...    3449       3454      HC
153    153      HC2512  20250807  ...    3445       3451      HC
154    154      HC2601  20250807  ...    3449       3455      HC
155    155      HC2602  20250807  ...    3444       3448      HC
156    156      HC2603  20250807  ...    3451       3456      HC
157    157      HC2604  20250807  ...    3451       3461      HC
158    158      HC2605  20250807  ...    3452       3460      HC
159    159      HC2606  20250807  ...    3462       3457      HC
160    160      HC2607  20250807  ...    3461       3473      HC
161    161      SS2508  20250807  ...   12965      12955      SS
162    162      SS2509  20250807  ...   12960      12930      SS
163    163      SS2510  20250807  ...   13010      12985      SS
164    164      SS2511  20250807  ...   13045      13025      SS
165    165      SS2512  20250807  ...   13070      13045      SS
166    166      SS2601  20250807  ...   13110      13085      SS
167    167      SS2602  20250807  ...   13160      13125      SS
168    168      SS2603  20250807  ...   13225      13180      SS
169    169      SS2604  20250807  ...   13275      13190      SS
170    170      SS2605  20250807  ...   13275      13270      SS
171    171      SS2606  20250807  ...   13310      13300      SS
172    172      SS2607  20250807  ...   13355      13335      SS
173    173      SC2509  20250807  ...   504.3      504.2      SC
174    174      SC2510  20250807  ...   499.9      499.5      SC
175    175      SC2511  20250807  ...   495.2      495.4      SC
176    176      SC2512  20250807  ...   490.8      491.6      SC
177    177      SC2601  20250807  ...   487.5      488.6      SC
178    178      SC2602  20250807  ...   483.3        486      SC
179    179      SC2603  20250807  ...   480.4      483.2      SC
180    180      SC2604  20250807  ...   478.2      481.6      SC
181    181      SC2605  20250807  ...   476.2      478.4      SC
182    182      SC2606  20250807  ...   475.3      476.8      SC
183    183      SC2607  20250807  ...   477.4      475.6      SC
184    184      SC2608  20250807  ...   476.4      477.5      SC
185    185      SC2609  20250807  ...     468        475      SC
186    186      SC2612  20250807  ...   466.9      472.3      SC
187    187      SC2703  20250807  ...   464.7      470.5      SC
188    188      SC2706  20250807  ...   464.3      467.8      SC
189    189      SC2709  20250807  ...   460.4      464.4      SC
190    190      SC2712  20250807  ...     464        464      SC
191    191      SC2803  20250807  ...   460.5      460.5      SC
192    192      SC2806  20250807  ...     454        456      SC
193    193      LU2509  20250807  ...    3520       3532      LU
194    194      LU2510  20250807  ...    3545       3535      LU
195    195      LU2511  20250807  ...    3535       3531      LU
196    196      LU2512  20250807  ...    3506       3507      LU
197    197      LU2601  20250807  ...    3481       3488      LU
198    198      LU2602  20250807  ...    3454       3451      LU
199    199      LU2603  20250807  ...    3439       3438      LU
200    200      LU2604  20250807  ...    3427       3431      LU
201    201      LU2605  20250807  ...    3416       3427      LU
202    202      LU2606  20250807  ...    3412       3421      LU
203    203      LU2607  20250807  ...    3417       3415      LU
204    204      LU2608  20250807  ...    3402       3408      LU
205    205      FU2509  20250807  ...    2833       2819      FU
206    206      FU2510  20250807  ...    2846       2838      FU
207    207      FU2511  20250807  ...    2856       2850      FU
208    208      FU2512  20250807  ...    2851       2849      FU
209    209      FU2601  20250807  ...    2847       2840      FU
210    210      FU2602  20250807  ...    2837       2832      FU
211    211      FU2603  20250807  ...    2828       2824      FU
212    212      FU2604  20250807  ...    2822       2820      FU
213    213      FU2605  20250807  ...    2809       2806      FU
214    214      FU2606  20250807  ...    2801       2803      FU
215    215      FU2607  20250807  ...    2786       2788      FU
216    216      FU2608  20250807  ...    2774       2788      FU
217    217      BU2508  20250807  ...    3559       3550      BU
218    218      BU2509  20250807  ...    3556       3543      BU
219    219      BU2510  20250807  ...    3534       3517      BU
220    220      BU2511  20250807  ...    3498       3486      BU
221    221      BU2512  20250807  ...    3441       3430      BU
222    222      BU2601  20250807  ...    3408       3396      BU
223    223      BU2602  20250807  ...    3395       3385      BU
224    224      BU2603  20250807  ...    3385       3367      BU
225    225      BU2604  20250807  ...    3377       3372      BU
226    226      BU2605  20250807  ...    3366       3362      BU
227    227      BU2606  20250807  ...    3367       3359      BU
228    228      BU2607  20250807  ...    3380       3380      BU
229    229      BU2609  20250807  ...    3367       3364      BU
230    230      BU2612  20250807  ...    3327       3297      BU
231    231      BU2703  20250807  ...    3320       3314      BU
232    232      BU2706  20250807  ...    3339       3335      BU
233    233      BR2508  20250807  ...   11465      11525      BR
234    234      BR2509  20250807  ...   11505      11510      BR
235    235      BR2510  20250807  ...   11500      11510      BR
236    236      BR2511  20250807  ...   11530      11530      BR
237    237      BR2512  20250807  ...   11565      11575      BR
238    238      BR2601  20250807  ...   11605      11615      BR
239    239      BR2602  20250807  ...   11575      11605      BR
240    240      BR2603  20250807  ...   11595      11665      BR
241    241      BR2604  20250807  ...   11700      11615      BR
242    242      BR2605  20250807  ...   11715      11735      BR
243    243      BR2606  20250807  ...   11695      11695      BR
244    244      BR2607  20250807  ...   11765      11760      BR
245    245      RU2508  20250807  ...   14365      14460      RU
246    246      RU2509  20250807  ...   14475      14510      RU
247    247      RU2510  20250807  ...   14505      14525      RU
248    248      RU2511  20250807  ...   14530      14555      RU
249    249      RU2601  20250807  ...   15445      15475      RU
250    250      RU2603  20250807  ...   15485      15570      RU
251    251      RU2604  20250807  ...   15555      15590      RU
252    252      RU2605  20250807  ...   15565      15595      RU
253    253      RU2606  20250807  ...   15660      15600      RU
254    254      RU2607  20250807  ...   15595      15620      RU
255    255      NR2508  20250807  ...   12215      12260      NR
256    256      NR2509  20250807  ...   12290      12300      NR
257    257      NR2510  20250807  ...   12350      12365      NR
258    258      NR2511  20250807  ...   12395      12410      NR
259    259      NR2512  20250807  ...   12410      12435      NR
260    260      NR2601  20250807  ...   12450      12470      NR
261    261      NR2602  20250807  ...   12475      12505      NR
262    262      NR2603  20250807  ...   12545      12545      NR
263    263      NR2604  20250807  ...   12495      12565      NR
264    264      NR2605  20250807  ...   12535      12620      NR
265    265      NR2606  20250807  ...   12585      12540      NR
266    266      NR2607  20250807  ...   12650      12645      NR
267    267      SP2508  20250807  ...    5132       5108      SP
268    268      SP2509  20250807  ...    5174       5162      SP
269    269      SP2510  20250807  ...    5192       5176      SP
270    270      SP2511  20250807  ...    5194       5178      SP
271    271      SP2512  20250807  ...    5198       5186      SP
272    272      SP2601  20250807  ...    5428       5418      SP
273    273      SP2602  20250807  ...    5402       5402      SP
274    274      SP2603  20250807  ...    5408       5392      SP
275    275      SP2604  20250807  ...    5396       5390      SP
276    276      SP2605  20250807  ...    5406       5394      SP
277    277      SP2606  20250807  ...    5416       5420      SP
278    278      SP2607  20250807  ...    5406       5402      SP
279    279      EC2508  20250807  ...  2072.4     2080.3      EC
280    280      EC2510  20250807  ...    1417     1434.4      EC
281    281      EC2512  20250807  ...  1751.9     1759.5      EC
282    282      EC2602  20250807  ...  1506.8     1521.6      EC
283    283      EC2604  20250807  ...  1343.6     1342.5      EC
284    284      EC2606  20250807  ...    1492     1489.4      EC
285    285  SC_TAS2509  20250807  ...                     SC_TAS
286    286  SC_TAS2510  20250807  ...                     SC_TAS
287    287  SC_TAS2511  20250807  ...                     SC_TAS
288    288  SC_TAS2512  20250807  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-08 18:26:13,041 - future_1d - INFO - ak.get_shfe_daily('2025-08-07') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250807   508.4  ...   504.3      504.2      SC
1       SC2510  20250807   503.8  ...   499.9      499.5      SC
2       SC2511  20250807   499.5  ...   495.2      495.4      SC
3       SC2512  20250807     495  ...   490.8      491.6      SC
4       SC2601  20250807   492.7  ...   487.5      488.6      SC
5       SC2602  20250807   488.3  ...   483.3        486      SC
6       SC2603  20250807   484.5  ...   480.4      483.2      SC
7       SC2604  20250807   483.4  ...   478.2      481.6      SC
8       SC2605  20250807   483.6  ...   476.2      478.4      SC
9       SC2606  20250807   479.4  ...   475.3      476.8      SC
10      SC2607  20250807     478  ...   477.4      475.6      SC
11      SC2608  20250807   476.4  ...   476.4      477.5      SC
12      SC2609  20250807     468  ...     468        475      SC
13      SC2612  20250807   465.5  ...   466.9      472.3      SC
14      SC2703  20250807   464.7  ...   464.7      470.5      SC
15      SC2706  20250807     465  ...   464.3      467.8      SC
16      SC2709  20250807   466.6  ...   460.4      464.4      SC
17      SC2712  20250807          ...     464        464      SC
18      SC2803  20250807          ...   460.5      460.5      SC
19      SC2806  20250807   455.6  ...     454        456      SC
21      LU2509  20250807    3559  ...    3520       3532      LU
22      LU2510  20250807    3566  ...    3545       3535      LU
23      LU2511  20250807    3556  ...    3535       3531      LU
24      LU2512  20250807    3543  ...    3506       3507      LU
25      LU2601  20250807    3503  ...    3481       3488      LU
26      LU2602  20250807    3471  ...    3454       3451      LU
27      LU2603  20250807    3458  ...    3439       3438      LU
28      LU2604  20250807    3447  ...    3427       3431      LU
29      LU2605  20250807    3416  ...    3416       3427      LU
30      LU2606  20250807    3414  ...    3412       3421      LU
31      LU2607  20250807    3437  ...    3417       3415      LU
32      LU2608  20250807    3426  ...    3402       3408      LU
34      NR2508  20250807   12180  ...   12215      12260      NR
35      NR2509  20250807   12320  ...   12290      12300      NR
36      NR2510  20250807   12370  ...   12350      12365      NR
37      NR2511  20250807   12415  ...   12395      12410      NR
38      NR2512  20250807   12445  ...   12410      12435      NR
39      NR2601  20250807   12490  ...   12450      12470      NR
40      NR2602  20250807   12500  ...   12475      12505      NR
41      NR2603  20250807          ...   12545      12545      NR
42      NR2604  20250807   12485  ...   12495      12565      NR
43      NR2605  20250807   12505  ...   12535      12620      NR
44      NR2606  20250807   12585  ...   12585      12540      NR
45      NR2607  20250807   12650  ...   12650      12645      NR
47      BC2508  20250807          ...   69270      69270      BC
48      BC2509  20250807   69570  ...   69540      69340      BC
49      BC2510  20250807   69570  ...   69600      69410      BC
50      BC2511  20250807   69290  ...   69290      69240      BC
51      BC2512  20250807   69890  ...   69460      69900      BC
52      BC2601  20250807          ...   70020      70020      BC
53      BC2602  20250807          ...   70000      70000      BC
54      BC2603  20250807          ...   70000      70000      BC
55      BC2604  20250807          ...   70000      70000      BC
56      BC2605  20250807          ...   70000      70000      BC
57      BC2606  20250807          ...   69340      69340      BC
58      BC2607  20250807          ...   68670      68670      BC
60      EC2508  20250807  2076.7  ...  2072.4     2080.3      EC
61      EC2510  20250807    1412  ...    1417     1434.4      EC
62      EC2512  20250807    1746  ...  1751.9     1759.5      EC
63      EC2602  20250807    1515  ...  1506.8     1521.6      EC
64      EC2604  20250807  1346.7  ...  1343.6     1342.5      EC
65      EC2606  20250807    1512  ...    1492     1489.4      EC
68  SC_TAS2509  20250807          ...                     SC_TAS
69  SC_TAS2510  20250807          ...                     SC_TAS
70  SC_TAS2511  20250807          ...                     SC_TAS
71  SC_TAS2512  20250807          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-08 18:26:13,107 - future_1d - INFO - ak.get_ine_daily('2025-08-07') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250807  6333.800  ...  6298.200    6331.000       IC
1   IC2509  20250807  6262.000  ...  6226.600    6266.200       IC
2   IC2512  20250807  6108.200  ...  6071.200    6107.800       IC
3   IC2603  20250807  5982.800  ...  5935.400    5973.400       IC
4   IF2508  20250807  4112.200  ...  4105.800    4109.000       IF
5   IF2509  20250807  4100.000  ...  4093.000    4098.600       IF
6   IF2512  20250807  4075.000  ...  4063.000    4068.600       IF
7   IF2603  20250807  4040.000  ...  4032.000    4037.800       IF
8   IH2508  20250807  2798.000  ...  2796.800    2797.200       IH
9   IH2509  20250807  2798.000  ...  2797.600    2798.200       IH
10  IH2512  20250807  2801.000  ...  2797.600    2800.200       IH
11  IH2603  20250807  2802.000  ...  2797.200    2801.800       IH
12  IM2508  20250807  6840.000  ...  6825.600    6840.200       IM
13  IM2509  20250807  6768.800  ...  6748.800    6770.400       IM
14  IM2512  20250807  6581.000  ...  6560.000    6581.200       IM
15  IM2603  20250807  6398.200  ...  6378.000    6402.600       IM
16   T2509  20250807   108.610  ...   108.610     108.565        T
17   T2512  20250807   108.495  ...   108.480     108.435        T
18   T2603  20250807   108.280  ...   108.290     108.235        T
19  TF2509  20250807   105.800  ...   105.815     105.780       TF
20  TF2512  20250807   105.830  ...   105.860     105.815       TF
21  TF2603  20250807   105.875  ...   105.875     105.820       TF
22  TL2509  20250807   119.410  ...   119.340     119.340       TL
23  TL2512  20250807   119.110  ...   118.990     119.000       TL
24  TL2603  20250807   118.740  ...   118.680     118.620       TL
25  TS2509  20250807   102.390  ...   102.370     102.370       TS
26  TS2512  20250807   102.416  ...   102.426     102.408       TS
27  TS2603  20250807   102.408  ...   102.402     102.380       TS

[28 rows x 12 columns]
2025-08-08 18:26:13,229 - future_1d - INFO - ak.get_cffex_daily('2025-08-07') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250807  49845.0  ...  50505.0     49845.0       PS
1   PS2509  20250807  51450.0  ...  50425.0     51200.0       PS
2   PS2510  20250807  51260.0  ...  50590.0     51385.0       PS
3   PS2511  20250807  51290.0  ...  50625.0     51555.0       PS
4   PS2512  20250807  54135.0  ...  53790.0     54630.0       PS
5   PS2601  20250807  54600.0  ...  53930.0     54795.0       PS
6   PS2602  20250807  54715.0  ...  53915.0     54730.0       PS
7   PS2603  20250807  54885.0  ...  53885.0     54875.0       PS
8   PS2604  20250807  55030.0  ...  54120.0     55050.0       PS
9   PS2605  20250807  55000.0  ...  54000.0     55125.0       PS
10  PS2606  20250807  57000.0  ...  57045.0     57555.0       PS
11  PS2607  20250807  57645.0  ...  57295.0     57595.0       PS
13  SI2508  20250807   8645.0  ...   8645.0      8630.0       SI
14  SI2509  20250807   8670.0  ...   8605.0      8570.0       SI
15  SI2510  20250807   8700.0  ...   8625.0      8585.0       SI
16  SI2511  20250807   8680.0  ...   8635.0      8615.0       SI
17  SI2512  20250807   9010.0  ...   8975.0      9010.0       SI
18  SI2601  20250807   9030.0  ...   8965.0      8990.0       SI
19  SI2602  20250807   9050.0  ...   8945.0      9085.0       SI
20  SI2603  20250807   9095.0  ...   8970.0      9110.0       SI
21  SI2604  20250807   9080.0  ...   9025.0      9170.0       SI
22  SI2605  20250807   9100.0  ...   9010.0      9130.0       SI
23  SI2606  20250807   9235.0  ...   9035.0      9135.0       SI
24  SI2607  20250807   9160.0  ...   9040.0      9100.0       SI
27  LC2508  20250807  70000.0  ...  70000.0     67800.0       LC
28  LC2509  20250807  69600.0  ...  71080.0     68300.0       LC
29  LC2510  20250807  69460.0  ...  71420.0     68560.0       LC
30  LC2511  20250807  69900.0  ...  71440.0     68620.0       LC
31  LC2512  20250807  69880.0  ...  71820.0     68900.0       LC
32  LC2601  20250807  70500.0  ...  71640.0     69040.0       LC
33  LC2602  20250807  69740.0  ...  71420.0     68820.0       LC
34  LC2603  20250807  69780.0  ...  71680.0     68800.0       LC
35  LC2604  20250807  70500.0  ...  71880.0     69580.0       LC
36  LC2605  20250807  70460.0  ...  71880.0     69800.0       LC
37  LC2606  20250807  70440.0  ...  71820.0     69600.0       LC
38  LC2607  20250807  70680.0  ...  71840.0     69700.0       LC

[36 rows x 12 columns]
2025-08-08 18:26:13,334 - future_1d - INFO - ak.get_gfex_daily('2025-08-07') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250807   7930.0   7977.0  ...   243169.92   7937.0      7906.0       AP
1    AP511  20250807   7717.0   7764.0  ...      765.34   7731.0      7712.0       AP
2    AP512  20250807   7758.0   7809.0  ...      311.26   7781.0      7768.0       AP
3    AP601  20250807   7856.0   7894.0  ...    23873.39   7871.0      7843.0       AP
4    AP603  20250807   7780.0   7816.0  ...      280.72   7798.0      7792.0       AP
5    AP604  20250807   7820.0   7832.0  ...       78.19   7819.0      7833.0       AP
6    AP605  20250807   7881.0   7915.0  ...      473.49   7891.0      7904.0       AP
7    CF509  20250807  13690.0  13710.0  ...   705965.08  13675.0     13690.0       CF
8    CF511  20250807  13735.0  13760.0  ...   134780.62  13735.0     13740.0       CF
9    CF601  20250807  13840.0  13860.0  ...   491622.78  13830.0     13855.0       CF
10   CF603  20250807  13820.0  13820.0  ...     2420.64  13795.0     13830.0       CF
11   CF605  20250807  13800.0  13810.0  ...    16750.82  13785.0     13810.0       CF
12   CF607  20250807  13815.0  13815.0  ...      414.00  13800.0     13820.0       CF
13   CJ509  20250807   9900.0  10095.0  ...    73150.96   9955.0      9770.0       CJ
14   CJ512  20250807  10825.0  11185.0  ...    29208.37  10985.0     10735.0       CJ
15   CJ601  20250807  10985.0  11345.0  ...  1619726.08  11140.0     10885.0       CJ
16   CJ603  20250807  11055.0  11365.0  ...    20067.68  11190.0     10960.0       CJ
17   CJ605  20250807  11200.0  11500.0  ...   221690.47  11315.0     11100.0       CJ
18   CJ607  20250807  11365.0  11665.0  ...     2800.09  11500.0     11300.0       CJ
19   CY508  20250807      0.0      0.0  ...        0.00  19965.0     19965.0       CY
20   CY509  20250807  19945.0  19945.0  ...    10171.85  19905.0     19905.0       CY
21   CY510  20250807      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250807  19680.0  19765.0  ...    61592.60  19725.0     19725.0       CY
23   CY512  20250807      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250807  19820.0  19820.0  ...      365.90  19780.0     19775.0       CY
25   CY602  20250807      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250807      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250807      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250807  20015.0  20090.0  ...       89.87  19970.0     19960.0       CY
29   CY606  20250807      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250807      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250807   1072.0   1072.0  ...       10.72   1072.0      1064.0       FG
32   FG509  20250807   1085.0   1097.0  ...  2982460.00   1078.0      1079.0       FG
33   FG510  20250807   1174.0   1185.0  ...    78194.12   1168.0      1169.0       FG
34   FG511  20250807   1168.0   1180.0  ...   137607.85   1162.0      1165.0       FG
35   FG512  20250807   1251.0   1253.0  ...    81544.77   1237.0      1238.0       FG
36   FG601  20250807   1231.0   1242.0  ...  2824489.12   1222.0      1229.0       FG
37   FG602  20250807   1284.0   1292.0  ...     1567.96   1273.0      1279.0       FG
38   FG603  20250807   1282.0   1290.0  ...     2319.55   1272.0      1280.0       FG
39   FG604  20250807   1330.0   1335.0  ...      671.83   1317.0      1323.0       FG
40   FG605  20250807   1319.0   1331.0  ...    38840.73   1311.0      1319.0       FG
41   FG606  20250807   1347.0   1350.0  ...     1415.83   1333.0      1340.0       FG
42   FG607  20250807   1339.0   1347.0  ...      661.97   1329.0      1336.0       FG
43   JR509  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250807      0.0      0.0  ...        0.00   2347.0      2347.0       MA
53   MA509  20250807   2397.0   2410.0  ...   698085.26   2395.0      2397.0       MA
54   MA510  20250807   2429.0   2438.0  ...    68895.61   2420.0      2427.0       MA
55   MA511  20250807   2453.0   2464.0  ...   107586.52   2448.0      2452.0       MA
56   MA512  20250807   2488.0   2501.0  ...    39555.82   2482.0      2489.0       MA
57   MA601  20250807   2503.0   2515.0  ...   333376.33   2502.0      2502.0       MA
58   MA602  20250807   2507.0   2507.0  ...      109.99   2500.0      2500.0       MA
59   MA603  20250807   2501.0   2501.0  ...       74.90   2497.0      2495.0       MA
60   MA604  20250807   2487.0   2487.0  ...       24.81   2481.0      2479.0       MA
61   MA605  20250807   2455.0   2461.0  ...    10380.59   2453.0      2451.0       MA
62   MA606  20250807   2460.0   2460.0  ...        4.92   2459.0      2458.0       MA
63   MA607  20250807   2451.0   2453.0  ...       19.60   2450.0      2444.0       MA
64   OI509  20250807   9575.0   9672.0  ...  3279742.03   9558.0      9576.0       OI
65   OI511  20250807   9594.0   9681.0  ...   375141.92   9569.0      9589.0       OI
66   OI601  20250807   9530.0   9630.0  ...  1512278.71   9532.0      9524.0       OI
67   OI603  20250807   9483.0   9555.0  ...     4686.66   9487.0      9465.0       OI
68   OI605  20250807   9413.0   9473.0  ...    23167.30   9398.0      9400.0       OI
69   OI607  20250807   9405.0   9461.0  ...      263.64   9416.0      9390.0       OI
70   PF508  20250807   6300.0   6300.0  ...       72.44   6300.0      6298.0       PF
71   PF509  20250807   6348.0   6362.0  ...    90245.99   6332.0      6332.0       PF
72   PF510  20250807   6418.0   6430.0  ...   337961.19   6402.0      6400.0       PF
73   PF511  20250807   6428.0   6434.0  ...   204082.23   6402.0      6408.0       PF
74   PF512  20250807   6416.0   6430.0  ...    84646.97   6400.0      6416.0       PF
75   PF601  20250807   6428.0   6438.0  ...     9507.27   6416.0      6410.0       PF
76   PF602  20250807   6436.0   6460.0  ...        9.66   6444.0      6434.0       PF
77   PF603  20250807   6454.0   6470.0  ...       32.23   6446.0      6426.0       PF
78   PF604  20250807   6472.0   6476.0  ...       32.32   6464.0      6442.0       PF
79   PF605  20250807   6490.0   6494.0  ...       51.84   6480.0      6466.0       PF
80   PF606  20250807      0.0      0.0  ...        0.00   6478.0      6478.0       PF
81   PF607  20250807      0.0      0.0  ...        0.00   6488.0      6488.0       PF
82   PK510  20250807   8100.0   8144.0  ...   203033.37   8118.0      8084.0       PK
83   PK511  20250807   7974.0   8004.0  ...   126535.83   7986.0      7956.0       PK
84   PK512  20250807   7964.0   7988.0  ...    45639.01   7976.0      7950.0       PK
85   PK601  20250807   7956.0   7980.0  ...     8470.25   7972.0      7954.0       PK
86   PK603  20250807   7960.0   7994.0  ...      363.13   7982.0      7960.0       PK
87   PK604  20250807   7970.0   7996.0  ...      147.61   7980.0      7970.0       PK
88   PK605  20250807   7974.0   7988.0  ...     1727.46   7980.0      7970.0       PK
89   PL601  20250807   6501.0   6511.0  ...    14506.91   6488.0      6499.0       PL
90   PL602  20250807   6551.0   6557.0  ...      156.95   6539.0      6549.0       PL
91   PL603  20250807   6494.0   6494.0  ...       12.99   6494.0      6508.0       PL
92   PL604  20250807   6476.0   6476.0  ...       25.90   6476.0      6509.0       PL
93   PL605  20250807   6377.0   6378.0  ...      114.76   6376.0      6379.0       PL
94   PL606  20250807   6487.0   6487.0  ...       12.97   6487.0      6499.0       PL
95   PL607  20250807      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250807      0.0      0.0  ...        0.00   5896.0      5896.0       PR
103  PR509  20250807   5906.0   5916.0  ...    63434.70   5892.0      5886.0       PR
104  PR510  20250807   5940.0   5956.0  ...   184889.77   5930.0      5924.0       PR
105  PR511  20250807   5942.0   5958.0  ...   132616.07   5928.0      5936.0       PR
106  PR512  20250807   5954.0   5966.0  ...    38494.80   5942.0      5952.0       PR
107  PR601  20250807   5960.0   5960.0  ...      454.68   5944.0      5930.0       PR
108  PR602  20250807   5982.0   5982.0  ...       17.90   5966.0      5978.0       PR
109  PR603  20250807   5974.0   5974.0  ...       17.90   5966.0      5968.0       PR
110  PR604  20250807      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250807   5978.0   5978.0  ...        8.97   5978.0      5978.0       PR
112  PR606  20250807      0.0      0.0  ...        0.00   5968.0      5968.0       PR
113  PR607  20250807      0.0      0.0  ...        0.00   5996.0      6012.0       PR
114  PX508  20250807      0.0      0.0  ...        0.00   6788.0      6756.0       PX
115  PX509  20250807   6806.0   6826.0  ...   295072.51   6788.0      6756.0       PX
116  PX510  20250807   6784.0   6800.0  ...    92182.33   6758.0      6754.0       PX
117  PX511  20250807   6776.0   6788.0  ...   201849.99   6740.0      6740.0       PX
118  PX512  20250807   6772.0   6782.0  ...    74809.92   6738.0      6742.0       PX
119  PX601  20250807   6762.0   6762.0  ...    69503.89   6728.0      6722.0       PX
120  PX602  20250807   6710.0   6714.0  ...       10.07   6712.0      6738.0       PX
121  PX603  20250807      0.0      0.0  ...        0.00   6706.0      6718.0       PX
122  PX604  20250807      0.0      0.0  ...        0.00   6712.0      6744.0       PX
123  PX605  20250807   6728.0   6732.0  ...      191.27   6712.0      6712.0       PX
124  PX606  20250807   6722.0   6722.0  ...       13.43   6714.0      6706.0       PX
125  PX607  20250807   6714.0   6714.0  ...        3.36   6714.0      6726.0       PX
126  RI509  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250807      0.0      0.0  ...        0.00   2738.0      2738.0       RM
133  RM509  20250807   2749.0   2750.0  ...  1016898.96   2723.0      2761.0       RM
134  RM511  20250807   2585.0   2585.0  ...     9478.67   2567.0      2597.0       RM
135  RM601  20250807   2463.0   2472.0  ...   480105.22   2454.0      2462.0       RM
136  RM603  20250807   2429.0   2437.0  ...    11576.04   2424.0      2428.0       RM
137  RM605  20250807   2402.0   2407.0  ...    45945.16   2397.0      2397.0       RM
138  RM607  20250807   2380.0   2385.0  ...     3597.87   2378.0      2375.0       RM
139  RS508  20250807      0.0      0.0  ...        0.00   5003.0      5023.0       RS
140  RS509  20250807   5077.0   5089.0  ...      106.34   5064.0      5084.0       RS
141  RS511  20250807      0.0      0.0  ...        0.00   5243.0      5243.0       RS
142  RS607  20250807   5596.0   5596.0  ...        5.60   5596.0      5626.0       RS
143  SA508  20250807   1270.0   1270.0  ...       12.70   1270.0      1251.0       SA
144  SA509  20250807   1283.0   1291.0  ...  1220618.34   1272.0      1272.0       SA
145  SA510  20250807   1308.0   1317.0  ...   339414.12   1299.0      1302.0       SA
146  SA511  20250807   1316.0   1326.0  ...   412215.02   1306.0      1307.0       SA
147  SA512  20250807   1353.0   1374.0  ...    99445.57   1352.0      1352.0       SA
148  SA601  20250807   1370.0   1381.0  ...  4684402.95   1360.0      1363.0       SA
149  SA602  20250807   1381.0   1389.0  ...     4469.49   1369.0      1373.0       SA
150  SA603  20250807   1385.0   1391.0  ...     3552.82   1373.0      1377.0       SA
151  SA604  20250807   1424.0   1430.0  ...     1815.17   1411.0      1414.0       SA
152  SA605  20250807   1422.0   1435.0  ...    99157.17   1415.0      1421.0       SA
153  SA606  20250807   1432.0   1436.0  ...     1295.13   1417.0      1426.0       SA
154  SA607  20250807   1423.0   1432.0  ...     2049.96   1416.0      1424.0       SA
155  SF508  20250807   5852.0   5852.0  ...       35.11   5852.0      5858.0       SF
156  SF509  20250807   5908.0   5936.0  ...   827142.50   5854.0      5906.0       SF
157  SF510  20250807   5908.0   5920.0  ...   199684.49   5832.0      5880.0       SF
158  SF511  20250807   6060.0   6102.0  ...   447489.53   6024.0      6070.0       SF
159  SF512  20250807   6078.0   6092.0  ...    48805.50   6020.0      6054.0       SF
160  SF601  20250807   6066.0   6082.0  ...   153921.95   6012.0      6042.0       SF
161  SF602  20250807   6014.0   6014.0  ...      643.49   5958.0      5986.0       SF
162  SF603  20250807   6132.0   6148.0  ...      253.13   6100.0      6144.0       SF
163  SF604  20250807   6094.0   6122.0  ...       45.68   6090.0      6138.0       SF
164  SF605  20250807   6132.0   6132.0  ...     1301.19   6080.0      6126.0       SF
165  SF606  20250807   6066.0   6066.0  ...      159.55   6022.0      6062.0       SF
166  SF607  20250807   6172.0   6172.0  ...       70.57   6136.0      6168.0       SF
167  SH508  20250807      0.0      0.0  ...        0.00   2310.0      2349.0       SH
168  SH509  20250807   2455.0   2473.0  ...  1617487.91   2444.0      2485.0       SH
169  SH510  20250807   2525.0   2557.0  ...   383758.40   2537.0      2569.0       SH
170  SH511  20250807   2540.0   2563.0  ...   413519.79   2544.0      2570.0       SH
171  SH512  20250807   2577.0   2591.0  ...   100217.29   2574.0      2593.0       SH
172  SH601  20250807   2568.0   2586.0  ...   473653.72   2564.0      2583.0       SH
173  SH602  20250807   2603.0   2614.0  ...     1377.98   2595.0      2608.0       SH
174  SH603  20250807   2615.0   2628.0  ...      963.42   2611.0      2620.0       SH
175  SH604  20250807   2667.0   2678.0  ...      845.49   2659.0      2669.0       SH
176  SH605  20250807   2672.0   2687.0  ...     8930.14   2667.0      2680.0       SH
177  SH606  20250807   2697.0   2697.0  ...      298.04   2685.0      2695.0       SH
178  SH607  20250807   2679.0   2681.0  ...       40.14   2676.0      2681.0       SH
179  SM508  20250807   6082.0   6082.0  ...       72.75   6062.0      6064.0       SM
180  SM509  20250807   6106.0   6112.0  ...   791846.56   6064.0      6110.0       SM
181  SM510  20250807   6100.0   6118.0  ...   100904.56   6066.0      6116.0       SM
182  SM511  20250807   6202.0   6202.0  ...   177942.55   6148.0      6196.0       SM
183  SM512  20250807   6188.0   6204.0  ...    49481.53   6164.0      6204.0       SM
184  SM601  20250807   6202.0   6210.0  ...   329052.86   6160.0      6202.0       SM
185  SM602  20250807   6202.0   6202.0  ...      110.88   6160.0      6196.0       SM
186  SM603  20250807   6206.0   6206.0  ...       49.33   6166.0      6214.0       SM
187  SM604  20250807   6176.0   6176.0  ...        9.26   6176.0      6210.0       SM
188  SM605  20250807   6228.0   6244.0  ...     5449.78   6194.0      6236.0       SM
189  SM606  20250807   6238.0   6238.0  ...       21.70   6200.0      6242.0       SM
190  SM607  20250807   6174.0   6216.0  ...       24.73   6184.0      6276.0       SM
191  SR509  20250807   5680.0   5697.0  ...   611693.22   5675.0      5689.0       SR
192  SR511  20250807   5645.0   5649.0  ...    84673.94   5622.0      5645.0       SR
193  SR601  20250807   5621.0   5636.0  ...   684200.22   5608.0      5627.0       SR
194  SR603  20250807   5596.0   5607.0  ...     5362.76   5580.0      5596.0       SR
195  SR605  20250807   5568.0   5577.0  ...    21224.69   5558.0      5565.0       SR
196  SR607  20250807   5601.0   5601.0  ...     2944.90   5556.0      5562.0       SR
197  TA508  20250807   4694.0   4694.0  ...    11122.87   4676.0      4668.0       TA
198  TA509  20250807   4732.0   4736.0  ...   981667.58   4708.0      4702.0       TA
199  TA510  20250807   4732.0   4752.0  ...    54047.29   4726.0      4720.0       TA
200  TA511  20250807   4754.0   4758.0  ...    66733.15   4730.0      4728.0       TA
201  TA512  20250807   4756.0   4760.0  ...    30259.69   4732.0      4732.0       TA
202  TA601  20250807   4756.0   4764.0  ...   551414.88   4738.0      4734.0       TA
203  TA602  20250807   4754.0   4754.0  ...       35.51   4736.0      4722.0       TA
204  TA603  20250807   4766.0   4766.0  ...        9.49   4748.0      4746.0       TA
205  TA604  20250807   4748.0   4762.0  ...        4.76   4756.0      4768.0       TA
206  TA605  20250807   4802.0   4802.0  ...     6447.36   4774.0      4776.0       TA
207  TA606  20250807      0.0      0.0  ...        0.00   4784.0      4794.0       TA
208  TA607  20250807      0.0      0.0  ...        0.00   4796.0      4806.0       TA
209  UR508  20250807   1736.0   1736.0  ...       10.40   1734.0      1749.0       UR
210  UR509  20250807   1749.0   1754.0  ...   387825.78   1743.0      1761.0       UR
211  UR510  20250807   1741.0   1746.0  ...    22143.20   1740.0      1754.0       UR
212  UR511  20250807   1774.0   1774.0  ...    24214.93   1765.0      1777.0       UR
213  UR512  20250807   1766.0   1767.0  ...      295.72   1760.0      1776.0       UR
214  UR601  20250807   1765.0   1768.0  ...   158081.21   1759.0      1774.0       UR
215  UR602  20250807   1756.0   1763.0  ...      298.39   1755.0      1771.0       UR
216  UR603  20250807   1795.0   1795.0  ...       60.85   1790.0      1803.0       UR
217  UR604  20250807   1808.0   1808.0  ...      158.59   1802.0      1808.0       UR
218  UR605  20250807   1802.0   1802.0  ...     4116.77   1795.0      1805.0       UR
219  UR606  20250807   1788.0   1792.0  ...       28.62   1789.0      1799.0       UR
220  UR607  20250807   1795.0   1795.0  ...       89.69   1794.0      1802.0       UR
221  WH509  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-08 18:26:13,624 - future_1d - INFO - ak.get_czce_daily('2025-08-07') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250807   4118.00  ...   4128.00     4118.00        A
1     a2511  20250807   4102.00  ...   4099.00     4097.00        A
2     a2601  20250807   4098.00  ...   4100.00     4101.00        A
3     a2603  20250807   4085.00  ...   4090.00     4092.00        A
4     a2605  20250807   4131.00  ...   4128.00     4130.00        A
5     a2607  20250807   4125.00  ...   4124.00     4122.00        A
6     b2508  20250807      0.00  ...   3616.00     3616.00        B
7     b2509  20250807   3734.00  ...   3730.00     3717.00        B
8     b2510  20250807   3775.00  ...   3764.00     3756.00        B
9     b2511  20250807   3790.00  ...   3783.00     3778.00        B
10    b2512  20250807   3807.00  ...   3797.00     3797.00        B
11    b2601  20250807   3795.00  ...   3785.00     3782.00        B
12    b2602  20250807   3769.00  ...   3759.00     3758.00        B
13    b2603  20250807   3678.00  ...   3672.00     3660.00        B
14    b2604  20250807   3556.00  ...   3548.00     3545.00        B
15    b2605  20250807   3481.00  ...   3475.00     3467.00        B
16    b2606  20250807   3462.00  ...   3458.00     3452.00        B
17    b2607  20250807   3450.00  ...   3445.00     3442.00        B
18   bb2509  20250807    150.70  ...    150.65      150.70       BB
19   bb2511  20250807    151.55  ...    149.90      149.85       BB
20   bb2601  20250807    149.05  ...    149.55      149.80       BB
21   bb2603  20250807    147.85  ...    147.90      148.05       BB
22   bb2605  20250807      0.00  ...    142.20      142.30       BB
23   bb2607  20250807      0.00  ...    147.95      148.10       BB
24   bz2603  20250807   6266.00  ...   6268.00     6235.00       BZ
25   bz2604  20250807   6223.00  ...   6236.00     6195.00       BZ
26   bz2605  20250807   6239.00  ...   6239.00     6207.00       BZ
27   bz2606  20250807   6250.00  ...   6239.00     6165.00       BZ
28   bz2607  20250807      0.00  ...   6175.00     6175.00       BZ
29    c2509  20250807   2263.00  ...   2266.00     2255.00        C
30    c2511  20250807   2214.00  ...   2214.00     2210.00        C
31    c2601  20250807   2195.00  ...   2194.00     2192.00        C
32    c2603  20250807   2203.00  ...   2200.00     2197.00        C
33    c2605  20250807   2245.00  ...   2248.00     2242.00        C
34    c2607  20250807   2264.00  ...   2265.00     2260.00        C
35   cs2509  20250807   2662.00  ...   2661.00     2657.00       CS
36   cs2511  20250807   2554.00  ...   2560.00     2559.00       CS
37   cs2601  20250807   2565.00  ...   2568.00     2563.00       CS
38   cs2603  20250807   2560.00  ...   2561.00     2557.00       CS
39   cs2605  20250807   2611.00  ...   2613.00     2606.00       CS
40   cs2607  20250807   2619.00  ...   2620.00     2614.00       CS
41   eb2508  20250807      0.00  ...   7299.00     7299.00       EB
42   eb2509  20250807   7309.00  ...   7309.00     7283.00       EB
43   eb2510  20250807   7335.00  ...   7334.00     7313.00       EB
44   eb2511  20250807   7357.00  ...   7351.00     7332.00       EB
45   eb2512  20250807   7364.00  ...   7367.00     7346.00       EB
46   eb2601  20250807   7390.00  ...   7379.00     7357.00       EB
47   eb2602  20250807   7375.00  ...   7387.00     7371.00       EB
48   eb2603  20250807   7406.00  ...   7404.00     7385.00       EB
49   eb2604  20250807   7424.00  ...   7413.00     7356.00       EB
50   eb2605  20250807   7410.00  ...   7411.00     7400.00       EB
51   eb2606  20250807      0.00  ...   7376.00     7376.00       EB
52   eb2607  20250807   7375.00  ...   7376.00     7330.00       EB
53   eg2508  20250807      0.00  ...   4407.00     4407.00       EG
54   eg2509  20250807   4430.00  ...   4412.00     4411.00       EG
55   eg2510  20250807   4416.00  ...   4419.00     4416.00       EG
56   eg2511  20250807   4439.00  ...   4431.00     4423.00       EG
57   eg2512  20250807   4462.00  ...   4443.00     4431.00       EG
58   eg2601  20250807   4440.00  ...   4436.00     4434.00       EG
59   eg2602  20250807      0.00  ...   4442.00     4442.00       EG
60   eg2603  20250807   4456.00  ...   4445.00     4440.00       EG
61   eg2604  20250807      0.00  ...   4464.00     4464.00       EG
62   eg2605  20250807   4465.00  ...   4464.00     4465.00       EG
63   eg2606  20250807      0.00  ...   4470.00     4470.00       EG
64   eg2607  20250807      0.00  ...   4446.00     4446.00       EG
65   fb2508  20250807   1451.50  ...   1451.50     1370.50       FB
66   fb2509  20250807   1254.00  ...   1254.00     1254.00       FB
67   fb2510  20250807   1300.00  ...   1296.50     1295.00       FB
68   fb2511  20250807   1289.50  ...   1292.00     1290.50       FB
69   fb2512  20250807   1297.50  ...   1292.50     1293.50       FB
70   fb2601  20250807   1300.50  ...   1297.00     1296.50       FB
71   fb2602  20250807   1303.50  ...   1299.50     1301.00       FB
72   fb2603  20250807      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250807      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250807      0.00  ...   1337.50     1337.50       FB
75   fb2606  20250807   1339.50  ...   1339.50     1331.50       FB
76   fb2607  20250807      0.00  ...   1302.50     1302.50       FB
77    i2508  20250807    820.00  ...    820.00      816.50        I
78    i2509  20250807    795.50  ...    791.50      795.00        I
79    i2510  20250807    793.00  ...    789.00      793.50        I
80    i2511  20250807    789.00  ...    785.00      789.00        I
81    i2512  20250807    785.50  ...    781.00      785.50        I
82    i2601  20250807    779.00  ...    773.00      778.50        I
83    i2602  20250807    774.00  ...    768.50      773.50        I
84    i2603  20250807    768.00  ...    764.00      768.50        I
85    i2604  20250807    763.50  ...    759.50      763.50        I
86    i2605  20250807    755.50  ...    751.00      754.50        I
87    i2606  20250807    751.00  ...    746.50      750.00        I
88    i2607  20250807    745.00  ...    741.50      745.50        I
89    j2508  20250807      0.00  ...   1598.00     1598.00        J
90    j2509  20250807   1639.50  ...   1658.00     1639.50        J
91    j2510  20250807   1672.50  ...   1679.00     1672.00        J
92    j2511  20250807   1698.50  ...   1701.50     1690.50        J
93    j2512  20250807   1718.50  ...   1729.00     1704.00        J
94    j2601  20250807   1726.00  ...   1735.50     1721.00        J
95    j2602  20250807   1743.00  ...   1759.00     1731.50        J
96    j2603  20250807   1782.00  ...   1784.00     1752.00        J
97    j2604  20250807   1804.50  ...   1795.50     1781.50        J
98    j2605  20250807   1821.00  ...   1819.00     1811.50        J
99    j2606  20250807   1837.50  ...   1837.50     1827.50        J
100   j2607  20250807   1829.00  ...   1830.50     1819.50        J
101  jd2508  20250807   2729.00  ...   2751.00     2756.00       JD
102  jd2509  20250807   3379.00  ...   3376.00     3352.00       JD
103  jd2510  20250807   3285.00  ...   3288.00     3275.00       JD
104  jd2511  20250807   3353.00  ...   3336.00     3355.00       JD
105  jd2512  20250807   3517.00  ...   3474.00     3536.00       JD
106  jd2601  20250807   3624.00  ...   3582.00     3627.00       JD
107  jd2602  20250807   3209.00  ...   3191.00     3207.00       JD
108  jd2603  20250807   3217.00  ...   3197.00     3217.00       JD
109  jd2604  20250807   3366.00  ...   3356.00     3364.00       JD
110  jd2605  20250807   3478.00  ...   3463.00     3474.00       JD
111  jd2606  20250807   3300.00  ...   3296.00     3303.00       JD
112  jd2607  20250807   3514.00  ...   3513.00     3516.00       JD
113  jm2508  20250807    890.50  ...    878.00      941.50       JM
114  jm2509  20250807   1080.00  ...   1085.00     1050.00       JM
115  jm2510  20250807   1132.50  ...   1143.00     1100.50       JM
116  jm2511  20250807   1165.00  ...   1184.00     1144.00       JM
117  jm2512  20250807   1196.00  ...   1204.50     1171.00       JM
118  jm2601  20250807   1226.50  ...   1221.00     1202.00       JM
119  jm2602  20250807   1241.00  ...   1233.00     1225.50       JM
120  jm2603  20250807   1262.50  ...   1243.00     1239.00       JM
121  jm2604  20250807   1270.50  ...   1248.50     1257.00       JM
122  jm2605  20250807   1270.00  ...   1257.50     1269.50       JM
123  jm2606  20250807   1288.50  ...   1261.50     1277.00       JM
124  jm2607  20250807   1294.50  ...   1266.50     1285.00       JM
125   l2508  20250807      0.00  ...   7311.00     7311.00        L
126   l2509  20250807   7310.00  ...   7302.00     7318.00        L
127   l2510  20250807   7354.00  ...   7321.00     7339.00        L
128   l2511  20250807   7365.00  ...   7353.00     7362.00        L
129   l2512  20250807   7374.00  ...   7364.00     7375.00        L
130   l2601  20250807   7380.00  ...   7369.00     7382.00        L
131   l2602  20250807   7373.00  ...   7359.00     7365.00        L
132   l2603  20250807   7376.00  ...   7356.00     7373.00        L
133   l2604  20250807   7399.00  ...   7378.00     7394.00        L
134   l2605  20250807   7376.00  ...   7367.00     7373.00        L
135   l2606  20250807   7360.00  ...   7360.00     7369.00        L
136   l2607  20250807   7373.00  ...   7373.00     7375.00        L
137  lg2509  20250807    835.00  ...    833.00      831.00       LG
138  lg2511  20250807    842.00  ...    840.50      839.00       LG
139  lg2601  20250807    838.50  ...    840.50      841.00       LG
140  lg2603  20250807    839.00  ...    838.00      839.00       LG
141  lg2605  20250807    840.00  ...    840.00      842.00       LG
142  lg2607  20250807    839.50  ...    838.00      839.00       LG
143  lh2509  20250807  13810.00  ...  13825.00    13825.00       LH
144  lh2511  20250807  13965.00  ...  14045.00    13985.00       LH
145  lh2601  20250807  14260.00  ...  14350.00    14285.00       LH
146  lh2603  20250807  13365.00  ...  13355.00    13365.00       LH
147  lh2605  20250807  13960.00  ...  13885.00    13890.00       LH
148  lh2607  20250807  14440.00  ...  14400.00    14490.00       LH
149   m2508  20250807   3013.00  ...   3004.00     3007.00        M
150   m2509  20250807   3030.00  ...   3020.00     3027.00        M
151   m2511  20250807   3066.00  ...   3058.00     3064.00        M
152   m2512  20250807   3090.00  ...   3090.00     3095.00        M
153   m2601  20250807   3077.00  ...   3068.00     3072.00        M
154   m2603  20250807   2947.00  ...   2943.00     2942.00        M
155   m2605  20250807   2762.00  ...   2754.00     2754.00        M
156   m2607  20250807   2740.00  ...   2737.00     2735.00        M
157   p2508  20250807      0.00  ...   8808.00     8808.00        P
158   p2509  20250807   9000.00  ...   8988.00     8980.00        P
159   p2510  20250807   8988.00  ...   8982.00     8978.00        P
160   p2511  20250807   8992.00  ...   8984.00     8976.00        P
161   p2512  20250807   9002.00  ...   8990.00     8980.00        P
162   p2601  20250807   9016.00  ...   8994.00     8986.00        P
163   p2602  20250807   9004.00  ...   8968.00     8944.00        P
164   p2603  20250807   8962.00  ...   8920.00     8910.00        P
165   p2604  20250807   8882.00  ...   8858.00     8882.00        P
166   p2605  20250807   8788.00  ...   8782.00     8780.00        P
167   p2606  20250807   8714.00  ...   8694.00     8708.00        P
168   p2607  20250807   8608.00  ...   8620.00     8654.00        P
169  pg2508  20250807      0.00  ...   3885.00     3885.00       PG
170  pg2509  20250807   3864.00  ...   3837.00     3835.00       PG
171  pg2510  20250807   4328.00  ...   4306.00     4302.00       PG
172  pg2511  20250807   4262.00  ...   4237.00     4236.00       PG
173  pg2512  20250807   4207.00  ...   4187.00     4183.00       PG
174  pg2601  20250807   4161.00  ...   4139.00     4136.00       PG
175  pg2602  20250807   4102.00  ...   4076.00     4074.00       PG
176  pg2603  20250807   4012.00  ...   3995.00     3993.00       PG
177  pg2604  20250807   4290.00  ...   4280.00     4284.00       PG
178  pg2605  20250807   4197.00  ...   4182.00     4186.00       PG
179  pg2606  20250807   4127.00  ...   4131.00     4136.00       PG
180  pg2607  20250807   4106.00  ...   4100.00     4087.00       PG
181  pp2508  20250807   7021.00  ...   7138.00     7073.00       PP
182  pp2509  20250807   7078.00  ...   7074.00     7084.00       PP
183  pp2510  20250807   7082.00  ...   7075.00     7091.00       PP
184  pp2511  20250807   7100.00  ...   7093.00     7102.00       PP
185  pp2512  20250807   7120.00  ...   7110.00     7115.00       PP
186  pp2601  20250807   7120.00  ...   7111.00     7119.00       PP
187  pp2602  20250807   7108.00  ...   7096.00     7099.00       PP
188  pp2603  20250807   7099.00  ...   7093.00     7102.00       PP
189  pp2604  20250807   7109.00  ...   7104.00     7112.00       PP
190  pp2605  20250807   7124.00  ...   7106.00     7127.00       PP
191  pp2606  20250807   7098.00  ...   7088.00     7085.00       PP
192  pp2607  20250807      0.00  ...   7109.00     7109.00       PP
193  rr2508  20250807      0.00  ...   3562.00     3562.00       RR
194  rr2509  20250807   3608.00  ...   3590.00     3606.00       RR
195  rr2510  20250807   3618.00  ...   3615.00     3619.00       RR
196  rr2511  20250807   3620.00  ...   3618.00     3618.00       RR
197  rr2512  20250807   3619.00  ...   3619.00     3615.00       RR
198  rr2601  20250807   3624.00  ...   3626.00     3623.00       RR
199  rr2602  20250807   3620.00  ...   3620.00     3620.00       RR
200  rr2603  20250807   3617.00  ...   3617.00     3615.00       RR
201  rr2604  20250807      0.00  ...   3618.00     3618.00       RR
202  rr2605  20250807   3618.00  ...   3618.00     3619.00       RR
203  rr2606  20250807      0.00  ...   3627.00     3627.00       RR
204  rr2607  20250807      0.00  ...   3633.00     3633.00       RR
205   v2508  20250807   5015.00  ...   5003.00     4958.00        V
206   v2509  20250807   5054.00  ...   5045.00     5032.00        V
207   v2510  20250807   5091.00  ...   5084.00     5072.00        V
208   v2511  20250807   5129.00  ...   5115.00     5115.00        V
209   v2512  20250807   5169.00  ...   5148.00     5160.00        V
210   v2601  20250807   5190.00  ...   5177.00     5173.00        V
211   v2602  20250807   5233.00  ...   5192.00     5196.00        V
212   v2603  20250807   5258.00  ...   5208.00     5219.00        V
213   v2604  20250807   5484.00  ...   5457.00     5447.00        V
214   v2605  20250807   5501.00  ...   5466.00     5468.00        V
215   v2606  20250807   5522.00  ...   5499.00     5494.00        V
216   v2607  20250807   5546.00  ...   5536.00     5532.00        V
217   y2508  20250807      0.00  ...   8514.00     8514.00        Y
218   y2509  20250807   8420.00  ...   8426.00     8360.00        Y
219   y2511  20250807   8420.00  ...   8430.00     8366.00        Y
220   y2512  20250807   8426.00  ...   8430.00     8370.00        Y
221   y2601  20250807   8396.00  ...   8404.00     8334.00        Y
222   y2603  20250807   8294.00  ...   8278.00     8242.00        Y
223   y2605  20250807   7974.00  ...   7970.00     7944.00        Y
224   y2607  20250807   7970.00  ...   7948.00     7922.00        Y

[225 rows x 12 columns]
2025-08-08 18:26:14,309 - future_1d - INFO - ak.get_dce_daily('2025-08-07') done
2025-08-08 18:26:16,048 - future_1d - INFO - save future_daily 2025-08-07 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250808  ...   78420      78380      CU
1        1      CU2509  20250808  ...   78440      78380      CU
2        2      CU2510  20250808  ...   78430      78380      CU
3        3      CU2511  20250808  ...   78410      78350      CU
4        4      CU2512  20250808  ...   78380      78320      CU
5        5      CU2601  20250808  ...   78340      78290      CU
6        6      CU2602  20250808  ...   78310      78270      CU
7        7      CU2603  20250808  ...   78260      78300      CU
8        8      CU2604  20250808  ...   78330      78290      CU
9        9      CU2605  20250808  ...   78350      78280      CU
10      10      CU2606  20250808  ...   78370      78230      CU
11      11      CU2607  20250808  ...   78370      78260      CU
12      12      BC2508  20250808  ...   69300      69270      BC
13      13      BC2509  20250808  ...   69610      69540      BC
14      14      BC2510  20250808  ...   69690      69600      BC
15      15      BC2511  20250808  ...   69590      69290      BC
16      16      BC2512  20250808  ...   69720      69460      BC
17      17      BC2601  20250808  ...   70020      70020      BC
18      18      BC2602  20250808  ...   70000      70000      BC
19      19      BC2603  20250808  ...   70000      70000      BC
20      20      BC2604  20250808  ...   70000      70000      BC
21      21      BC2605  20250808  ...   70000      70000      BC
22      22      BC2606  20250808  ...   69340      69340      BC
23      23      BC2607  20250808  ...   68670      68670      BC
24      24      AL2508  20250808  ...   20680      20775      AL
25      25      AL2509  20250808  ...   20670      20765      AL
26      26      AL2510  20250808  ...   20635      20725      AL
27      27      AL2511  20250808  ...   20585      20670      AL
28      28      AL2512  20250808  ...   20540      20630      AL
29      29      AL2601  20250808  ...   20505      20590      AL
30      30      AL2602  20250808  ...   20505      20590      AL
31      31      AL2603  20250808  ...   20520      20605      AL
32      32      AL2604  20250808  ...   20545      20630      AL
33      33      AL2605  20250808  ...   20560      20640      AL
34      34      AL2606  20250808  ...   20575      20660      AL
35      35      AL2607  20250808  ...   20580      20670      AL
36      36      ZN2508  20250808  ...   22485      22505      ZN
37      37      ZN2509  20250808  ...   22505      22530      ZN
38      38      ZN2510  20250808  ...   22520      22540      ZN
39      39      ZN2511  20250808  ...   22520      22540      ZN
40      40      ZN2512  20250808  ...   22500      22545      ZN
41      41      ZN2601  20250808  ...   22475      22505      ZN
42      42      ZN2602  20250808  ...   22460      22495      ZN
43      43      ZN2603  20250808  ...   22475      22525      ZN
44      44      ZN2604  20250808  ...   22455      22530      ZN
45      45      ZN2605  20250808  ...   22460      22515      ZN
46      46      ZN2606  20250808  ...   22445      22495      ZN
47      47      ZN2607  20250808  ...   22480      22505      ZN
48      48      PB2508  20250808  ...   16795      16810      PB
49      49      PB2509  20250808  ...   16865      16860      PB
50      50      PB2510  20250808  ...   16875      16875      PB
51      51      PB2511  20250808  ...   16900      16910      PB
52      52      PB2512  20250808  ...   16925      16930      PB
53      53      PB2601  20250808  ...   16935      16935      PB
54      54      PB2602  20250808  ...   16970      16970      PB
55      55      PB2603  20250808  ...   17005      17010      PB
56      56      PB2604  20250808  ...   17030      17030      PB
57      57      PB2605  20250808  ...   17025      17040      PB
58      58      PB2606  20250808  ...   17020      17065      PB
59      59      PB2607  20250808  ...   17060      17060      PB
60      60      NI2508  20250808  ...  120970     121100      NI
61      61      NI2509  20250808  ...  121160     121350      NI
62      62      NI2510  20250808  ...  121280     121480      NI
63      63      NI2511  20250808  ...  121450     121640      NI
64      64      NI2512  20250808  ...  121670     121850      NI
65      65      NI2601  20250808  ...  121950     122110      NI
66      66      NI2602  20250808  ...  121950     122680      NI
67      67      NI2603  20250808  ...  122270     122660      NI
68      68      NI2604  20250808  ...  123010     122660      NI
69      69      NI2605  20250808  ...  122980     123230      NI
70      70      NI2606  20250808  ...  123050     123650      NI
71      71      NI2607  20250808  ...  123270     123550      NI
72      72      SN2508  20250808  ...  267630     267040      SN
73      73      SN2509  20250808  ...  268140     267530      SN
74      74      SN2510  20250808  ...  268370     267850      SN
75      75      SN2511  20250808  ...  268360     267850      SN
76      76      SN2512  20250808  ...  268290     267740      SN
77      77      SN2601  20250808  ...  268500     268160      SN
78      78      SN2602  20250808  ...  268430     267920      SN
79      79      SN2603  20250808  ...  268710     268070      SN
80      80      SN2604  20250808  ...  268920     268810      SN
81      81      SN2605  20250808  ...  269110     268850      SN
82      82      SN2606  20250808  ...  269300     269300      SN
83      83      SN2607  20250808  ...  269050     268580      SN
84      84      AO2508  20250808  ...    3161       3251      AO
85      85      AO2509  20250808  ...    3172       3244      AO
86      86      AO2510  20250808  ...    3177       3242      AO
87      87      AO2511  20250808  ...    3188       3245      AO
88      88      AO2512  20250808  ...    3196       3252      AO
89      89      AO2601  20250808  ...    3206       3265      AO
90      90      AO2602  20250808  ...    3206       3262      AO
91      91      AO2603  20250808  ...    3211       3258      AO
92      92      AO2604  20250808  ...    3209       3282      AO
93      93      AO2605  20250808  ...    3211       3261      AO
94      94      AO2606  20250808  ...    3210       3266      AO
95      95      AO2607  20250808  ...    3212       3263      AO
96      96      AD2511  20250808  ...   20065      20160      AD
97      97      AD2512  20250808  ...   20060      20170      AD
98      98      AD2601  20250808  ...   20035      20140      AD
99      99      AD2602  20250808  ...   19955      19855      AD
100    100      AD2603  20250808  ...   19940      19885      AD
101    101      AD2604  20250808  ...   19865      19710      AD
102    102      AD2605  20250808  ...   19785      19885      AD
103    103      AD2606  20250808  ...   19750      19870      AD
104    104      AD2607  20250808  ...   19830      19830      AD
105    105      AU2508  20250808  ...  783.82      781.6      AU
106    106      AU2509  20250808  ...  784.38      782.4      AU
107    107      AU2510  20250808  ...  785.82     783.38      AU
108    108      AU2512  20250808  ...  788.16     785.56      AU
109    109      AU2602  20250808  ...  790.16     787.66      AU
110    110      AU2604  20250808  ...  792.32     789.84      AU
111    111      AU2606  20250808  ...  794.54     792.04      AU
112    112      AU2608  20250808  ...  796.92      794.3      AU
113    113      AG2508  20250808  ...    9254       9184      AG
114    114      AG2509  20250808  ...    9265       9190      AG
115    115      AG2510  20250808  ...    9277       9201      AG
116    116      AG2511  20250808  ...    9290       9212      AG
117    117      AG2512  20250808  ...    9299       9227      AG
118    118      AG2601  20250808  ...    9313       9237      AG
119    119      AG2602  20250808  ...    9324       9248      AG
120    120      AG2603  20250808  ...    9338       9268      AG
121    121      AG2604  20250808  ...    9352       9275      AG
122    122      AG2605  20250808  ...    9362       9291      AG
123    123      AG2606  20250808  ...    9376       9307      AG
124    124      AG2607  20250808  ...    9386       9323      AG
125    125      RB2508  20250808  ...    3179       3202      RB
126    126      RB2509  20250808  ...    3184       3201      RB
127    127      RB2510  20250808  ...    3215       3236      RB
128    128      RB2511  20250808  ...    3229       3251      RB
129    129      RB2512  20250808  ...    3273       3288      RB
130    130      RB2601  20250808  ...    3283       3309      RB
131    131      RB2602  20250808  ...    3292       3301      RB
132    132      RB2603  20250808  ...    3294       3316      RB
133    133      RB2604  20250808  ...    3306       3330      RB
134    134      RB2605  20250808  ...    3313       3331      RB
135    135      RB2606  20250808  ...    3322       3343      RB
136    136      RB2607  20250808  ...    3328       3350      RB
137    137      WR2508  20250808  ...    3212       3212      WR
138    138      WR2509  20250808  ...    3342       3342      WR
139    139      WR2510  20250808  ...    3447       3461      WR
140    140      WR2511  20250808  ...    3467       3490      WR
141    141      WR2512  20250808  ...    3499       3499      WR
142    142      WR2601  20250808  ...    3436       3473      WR
143    143      WR2602  20250808  ...    3523       3523      WR
144    144      WR2603  20250808  ...    3550       3609      WR
145    145      WR2604  20250808  ...    3550       3560      WR
146    146      WR2605  20250808  ...    3478       3478      WR
147    147      WR2606  20250808  ...    3599       3599      WR
148    148      WR2607  20250808  ...    3634       3635      WR
149    149      HC2508  20250808  ...    3436       3436      HC
150    150      HC2509  20250808  ...    3437       3459      HC
151    151      HC2510  20250808  ...    3421       3447      HC
152    152      HC2511  20250808  ...    3419       3449      HC
153    153      HC2512  20250808  ...    3422       3445      HC
154    154      HC2601  20250808  ...    3420       3449      HC
155    155      HC2602  20250808  ...    3416       3444      HC
156    156      HC2603  20250808  ...    3420       3451      HC
157    157      HC2604  20250808  ...    3432       3451      HC
158    158      HC2605  20250808  ...    3428       3452      HC
159    159      HC2606  20250808  ...    3438       3462      HC
160    160      HC2607  20250808  ...    3442       3461      HC
161    161      SS2508  20250808  ...   12985      12965      SS
162    162      SS2509  20250808  ...   12985      12960      SS
163    163      SS2510  20250808  ...   13045      13010      SS
164    164      SS2511  20250808  ...   13075      13045      SS
165    165      SS2512  20250808  ...   13100      13070      SS
166    166      SS2601  20250808  ...   13155      13110      SS
167    167      SS2602  20250808  ...   13210      13160      SS
168    168      SS2603  20250808  ...   13255      13225      SS
169    169      SS2604  20250808  ...   13270      13275      SS
170    170      SS2605  20250808  ...   13330      13275      SS
171    171      SS2606  20250808  ...   13355      13310      SS
172    172      SS2607  20250808  ...   13370      13355      SS
173    173      SC2509  20250808  ...   496.4      504.3      SC
174    174      SC2510  20250808  ...     493      499.9      SC
175    175      SC2511  20250808  ...     488      495.2      SC
176    176      SC2512  20250808  ...   483.5      490.8      SC
177    177      SC2601  20250808  ...   481.4      487.5      SC
178    178      SC2602  20250808  ...   478.9      483.3      SC
179    179      SC2603  20250808  ...   476.1      480.4      SC
180    180      SC2604  20250808  ...   474.9      478.2      SC
181    181      SC2605  20250808  ...   473.3      476.2      SC
182    182      SC2606  20250808  ...   472.6      475.3      SC
183    183      SC2607  20250808  ...   472.5      477.4      SC
184    184      SC2608  20250808  ...   468.6      476.4      SC
185    185      SC2609  20250808  ...   468.7        468      SC
186    186      SC2612  20250808  ...   465.3      466.9      SC
187    187      SC2703  20250808  ...   465.9      464.7      SC
188    188      SC2706  20250808  ...   462.5      464.3      SC
189    189      SC2709  20250808  ...   462.1      460.4      SC
190    190      SC2712  20250808  ...     464        464      SC
191    191      SC2803  20250808  ...     460      460.5      SC
192    192      SC2806  20250808  ...   453.6        454      SC
193    193      LU2509  20250808  ...    3477       3520      LU
194    194      LU2510  20250808  ...    3495       3545      LU
195    195      LU2511  20250808  ...    3488       3535      LU
196    196      LU2512  20250808  ...    3472       3506      LU
197    197      LU2601  20250808  ...    3441       3481      LU
198    198      LU2602  20250808  ...    3407       3454      LU
199    199      LU2603  20250808  ...    3408       3439      LU
200    200      LU2604  20250808  ...    3395       3427      LU
201    201      LU2605  20250808  ...    3400       3416      LU
202    202      LU2606  20250808  ...    3395       3412      LU
203    203      LU2607  20250808  ...    3387       3417      LU
204    204      LU2608  20250808  ...    3378       3402      LU
205    205      FU2509  20250808  ...    2799       2833      FU
206    206      FU2510  20250808  ...    2810       2846      FU
207    207      FU2511  20250808  ...    2820       2856      FU
208    208      FU2512  20250808  ...    2820       2851      FU
209    209      FU2601  20250808  ...    2815       2847      FU
210    210      FU2602  20250808  ...    2801       2837      FU
211    211      FU2603  20250808  ...    2793       2828      FU
212    212      FU2604  20250808  ...    2787       2822      FU
213    213      FU2605  20250808  ...    2777       2809      FU
214    214      FU2606  20250808  ...    2765       2801      FU
215    215      FU2607  20250808  ...    2744       2786      FU
216    216      FU2608  20250808  ...    2731       2774      FU
217    217      BU2508  20250808  ...    3538       3559      BU
218    218      BU2509  20250808  ...    3526       3556      BU
219    219      BU2510  20250808  ...    3499       3534      BU
220    220      BU2511  20250808  ...    3463       3498      BU
221    221      BU2512  20250808  ...    3410       3441      BU
222    222      BU2601  20250808  ...    3376       3408      BU
223    223      BU2602  20250808  ...    3370       3395      BU
224    224      BU2603  20250808  ...    3364       3385      BU
225    225      BU2604  20250808  ...    3343       3377      BU
226    226      BU2605  20250808  ...    3348       3366      BU
227    227      BU2606  20250808  ...    3352       3367      BU
228    228      BU2607  20250808  ...    3345       3380      BU
229    229      BU2609  20250808  ...    3336       3367      BU
230    230      BU2612  20250808  ...    3297       3327      BU
231    231      BU2703  20250808  ...    3299       3320      BU
232    232      BU2706  20250808  ...    3304       3339      BU
233    233      BR2508  20250808  ...   11550      11465      BR
234    234      BR2509  20250808  ...   11500      11505      BR
235    235      BR2510  20250808  ...   11485      11500      BR
236    236      BR2511  20250808  ...   11515      11530      BR
237    237      BR2512  20250808  ...   11545      11565      BR
238    238      BR2601  20250808  ...   11590      11605      BR
239    239      BR2602  20250808  ...   11575      11575      BR
240    240      BR2603  20250808  ...   11620      11595      BR
241    241      BR2604  20250808  ...   11645      11700      BR
242    242      BR2605  20250808  ...   11705      11715      BR
243    243      BR2606  20250808  ...   11730      11695      BR
244    244      BR2607  20250808  ...   11800      11765      BR
245    245      RU2508  20250808  ...   14560      14365      RU
246    246      RU2509  20250808  ...   14535      14475      RU
247    247      RU2510  20250808  ...   14560      14505      RU
248    248      RU2511  20250808  ...   14575      14530      RU
249    249      RU2601  20250808  ...   15500      15445      RU
250    250      RU2603  20250808  ...   15555      15485      RU
251    251      RU2604  20250808  ...   15590      15555      RU
252    252      RU2605  20250808  ...   15615      15565      RU
253    253      RU2606  20250808  ...   15615      15660      RU
254    254      RU2607  20250808  ...   15640      15595      RU
255    255      NR2508  20250808  ...   12295      12215      NR
256    256      NR2509  20250808  ...   12345      12290      NR
257    257      NR2510  20250808  ...   12405      12350      NR
258    258      NR2511  20250808  ...   12445      12395      NR
259    259      NR2512  20250808  ...   12460      12410      NR
260    260      NR2601  20250808  ...   12515      12450      NR
261    261      NR2602  20250808  ...   12535      12475      NR
262    262      NR2603  20250808  ...   12605      12545      NR
263    263      NR2604  20250808  ...   12615      12495      NR
264    264      NR2605  20250808  ...   12660      12535      NR
265    265      NR2606  20250808  ...   12745      12585      NR
266    266      NR2607  20250808  ...   12755      12650      NR
267    267      SP2508  20250808  ...    5120       5132      SP
268    268      SP2509  20250808  ...    5182       5174      SP
269    269      SP2510  20250808  ...    5200       5192      SP
270    270      SP2511  20250808  ...    5204       5194      SP
271    271      SP2512  20250808  ...    5208       5198      SP
272    272      SP2601  20250808  ...    5446       5428      SP
273    273      SP2602  20250808  ...    5418       5402      SP
274    274      SP2603  20250808  ...    5418       5408      SP
275    275      SP2604  20250808  ...    5430       5396      SP
276    276      SP2605  20250808  ...    5422       5406      SP
277    277      SP2606  20250808  ...    5426       5416      SP
278    278      SP2607  20250808  ...    5420       5406      SP
279    279      EC2508  20250808  ...  2072.5     2072.4      EC
280    280      EC2510  20250808  ...    1448       1417      EC
281    281      EC2512  20250808  ...  1768.7     1751.9      EC
282    282      EC2602  20250808  ...  1530.4     1506.8      EC
283    283      EC2604  20250808  ...  1361.1     1343.6      EC
284    284      EC2606  20250808  ...  1500.3       1492      EC
285    285  SC_TAS2509  20250808  ...                     SC_TAS
286    286  SC_TAS2510  20250808  ...                     SC_TAS
287    287  SC_TAS2511  20250808  ...                     SC_TAS
288    288  SC_TAS2512  20250808  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-08 18:26:24,856 - future_1d - INFO - ak.get_shfe_daily('2025-08-08') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250808   500.5     501  ...  4841142.49   496.4      504.3      SC
1       SC2510  20250808   497.8   497.8  ...  1620638.07     493      499.9      SC
2       SC2511  20250808   492.5   492.8  ...      357335     488      495.2      SC
3       SC2512  20250808   488.7   488.7  ...    90383.76   483.5      490.8      SC
4       SC2601  20250808   487.6   487.6  ...    35003.12   481.4      487.5      SC
5       SC2602  20250808   481.7   481.7  ...    21170.74   478.9      483.3      SC
6       SC2603  20250808   478.9   482.8  ...    15379.66   476.1      480.4      SC
7       SC2604  20250808   477.6   477.6  ...    14722.03   474.9      478.2      SC
8       SC2605  20250808   474.3   475.3  ...     8284.06   473.3      476.2      SC
9       SC2606  20250808   472.7     475  ...     9595.49   472.6      475.3      SC
10      SC2607  20250808     472   473.8  ...      189.02   472.5      477.4      SC
11      SC2608  20250808   469.4   469.4  ...       93.73   468.6      476.4      SC
12      SC2609  20250808   467.9     470  ...      328.12   468.7        468      SC
13      SC2612  20250808   464.3   466.5  ...      279.18   465.3      466.9      SC
14      SC2703  20250808   465.9   465.9  ...       46.59   465.9      464.7      SC
15      SC2706  20250808   464.3   465.4  ...     1110.23   462.5      464.3      SC
16      SC2709  20250808   462.6     463  ...      277.27   462.1      460.4      SC
17      SC2712  20250808                  ...           0     464        464      SC
18      SC2803  20250808                  ...           0     460      460.5      SC
19      SC2806  20250808   454.5   454.5  ...      771.25   453.6        454      SC
21      LU2509  20250808    3527    3527  ...    6457.789    3477       3520      LU
22      LU2510  20250808    3539    3544  ...  279341.791    3495       3545      LU
23      LU2511  20250808    3528    3531  ...  143671.717    3488       3535      LU
24      LU2512  20250808    3480    3508  ...   19521.124    3472       3506      LU
25      LU2601  20250808    3463    3473  ...    8626.601    3441       3481      LU
26      LU2602  20250808    3441    3449  ...     875.661    3407       3454      LU
27      LU2603  20250808    3434    3434  ...       71.58    3408       3439      LU
28      LU2604  20250808    3411    3422  ...      78.105    3395       3427      LU
29      LU2605  20250808    3429    3429  ...     251.618    3400       3416      LU
30      LU2606  20250808    3420    3420  ...      27.165    3395       3412      LU
31      LU2607  20250808    3406    3406  ...      64.371    3387       3417      LU
32      LU2608  20250808    3410    3410  ...       50.68    3378       3402      LU
34      NR2508  20250808   12280   12330  ...     1967.95   12295      12215      NR
35      NR2509  20250808   12395   12420  ...   480095.44   12345      12290      NR
36      NR2510  20250808   12400   12475  ...   650860.98   12405      12350      NR
37      NR2511  20250808   12435   12525  ...    60179.78   12445      12395      NR
38      NR2512  20250808   12470   12545  ...     5420.22   12460      12410      NR
39      NR2601  20250808   12530   12585  ...    33882.01   12515      12450      NR
40      NR2602  20250808   12520   12605  ...     288.415   12535      12475      NR
41      NR2603  20250808   12615   12650  ...      126.08   12605      12545      NR
42      NR2604  20250808   12585   12685  ...       37.85   12615      12495      NR
43      NR2605  20250808   12640   12730  ...      75.975   12660      12535      NR
44      NR2606  20250808   12745   12745  ...      12.745   12745      12585      NR
45      NR2607  20250808   12755   12755  ...      12.755   12755      12650      NR
47      BC2508  20250808   69300   69300  ...      173.25   69300      69270      BC
48      BC2509  20250808   69530   69780  ...   69928.485   69610      69540      BC
49      BC2510  20250808   69610   69810  ...   11359.635   69690      69600      BC
50      BC2511  20250808   69590   69600  ...      69.595   69590      69290      BC
51      BC2512  20250808   69740   69740  ...      104.59   69720      69460      BC
52      BC2601  20250808                  ...           0   70020      70020      BC
53      BC2602  20250808                  ...           0   70000      70000      BC
54      BC2603  20250808                  ...           0   70000      70000      BC
55      BC2604  20250808                  ...           0   70000      70000      BC
56      BC2605  20250808                  ...           0   70000      70000      BC
57      BC2606  20250808                  ...           0   69340      69340      BC
58      BC2607  20250808                  ...           0   68670      68670      BC
60      EC2508  20250808  2076.7  2076.7  ...    2828.968  2072.5     2072.4      EC
61      EC2510  20250808    1405  1487.7  ...   408701.12    1448       1417      EC
62      EC2512  20250808    1750  1796.9  ...   53665.041  1768.7     1751.9      EC
63      EC2602  20250808    1508  1554.9  ...    8455.975  1530.4     1506.8      EC
64      EC2604  20250808    1343  1383.4  ...     8779.19  1361.1     1343.6      EC
65      EC2606  20250808  1489.7  1513.8  ...   1065.2815  1500.3       1492      EC
68  SC_TAS2509  20250808                  ...                                 SC_TAS
69  SC_TAS2510  20250808                  ...                                 SC_TAS
70  SC_TAS2511  20250808                  ...                                 SC_TAS
71  SC_TAS2512  20250808                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-08-08 18:26:24,920 - future_1d - INFO - ak.get_ine_daily('2025-08-08') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250808  6288.200  ...  6304.000    6298.200       IC
1   IC2509  20250808  6219.000  ...  6232.000    6226.600       IC
2   IC2512  20250808  6060.000  ...  6073.000    6071.200       IC
3   IC2603  20250808  5915.000  ...  5934.600    5935.400       IC
4   IF2508  20250808  4100.000  ...  4101.000    4105.800       IF
5   IF2509  20250808  4087.000  ...  4087.400    4093.000       IF
6   IF2512  20250808  4057.800  ...  4055.800    4063.000       IF
7   IF2603  20250808  4027.800  ...  4022.200    4032.000       IF
8   IH2508  20250808  2794.000  ...  2788.000    2796.800       IH
9   IH2509  20250808  2795.200  ...  2789.200    2797.600       IH
10  IH2512  20250808  2795.600  ...  2789.400    2797.600       IH
11  IH2603  20250808  2795.800  ...  2787.600    2797.200       IH
12  IM2508  20250808  6818.200  ...  6819.400    6825.600       IM
13  IM2509  20250808  6740.000  ...  6742.800    6748.800       IM
14  IM2512  20250808  6551.000  ...  6550.800    6560.000       IM
15  IM2603  20250808  6368.800  ...  6369.800    6378.000       IM
16   T2509  20250808   108.670  ...   108.610     108.610        T
17   T2512  20250808   108.520  ...   108.505     108.480        T
18   T2603  20250808   108.380  ...   108.310     108.290        T
19  TF2509  20250808   105.895  ...   105.820     105.815       TF
20  TF2512  20250808   105.910  ...   105.875     105.860       TF
21  TF2603  20250808   105.950  ...   105.900     105.875       TF
22  TL2509  20250808   119.500  ...   119.250     119.340       TL
23  TL2512  20250808   119.140  ...   118.880     118.990       TL
24  TL2603  20250808   118.800  ...   118.550     118.680       TL
25  TS2509  20250808   102.392  ...   102.370     102.370       TS
26  TS2512  20250808   102.450  ...   102.436     102.426       TS
27  TS2603  20250808   102.426  ...   102.408     102.402       TS

[28 rows x 12 columns]
2025-08-08 18:26:25,041 - future_1d - INFO - ak.get_cffex_daily('2025-08-08') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250808      0.0  ...  50505.0     50505.0       PS
1   PS2509  20250808  50000.0  ...  49725.0     50425.0       PS
2   PS2510  20250808  50590.0  ...  49800.0     50590.0       PS
3   PS2511  20250808  50290.0  ...  49825.0     50625.0       PS
4   PS2512  20250808  53020.0  ...  52890.0     53790.0       PS
5   PS2601  20250808  53155.0  ...  52975.0     53930.0       PS
6   PS2602  20250808  53560.0  ...  53360.0     53915.0       PS
7   PS2603  20250808  53795.0  ...  53405.0     53885.0       PS
8   PS2604  20250808  53765.0  ...  53580.0     54120.0       PS
9   PS2605  20250808  53610.0  ...  53325.0     54000.0       PS
10  PS2606  20250808  56600.0  ...  56465.0     57045.0       PS
11  PS2607  20250808  57105.0  ...  56660.0     57295.0       PS
13  SI2508  20250808      0.0  ...   8645.0      8645.0       SI
14  SI2509  20250808   8560.0  ...   8555.0      8605.0       SI
15  SI2510  20250808   8625.0  ...   8575.0      8625.0       SI
16  SI2511  20250808   8630.0  ...   8585.0      8635.0       SI
17  SI2512  20250808   8890.0  ...   8890.0      8975.0       SI
18  SI2601  20250808   8905.0  ...   8880.0      8965.0       SI
19  SI2602  20250808   8875.0  ...   8860.0      8945.0       SI
20  SI2603  20250808   8900.0  ...   8890.0      8970.0       SI
21  SI2604  20250808   8945.0  ...   8915.0      9025.0       SI
22  SI2605  20250808   8920.0  ...   8930.0      9010.0       SI
23  SI2606  20250808   8940.0  ...   8910.0      9035.0       SI
24  SI2607  20250808   8935.0  ...   8935.0      9040.0       SI
27  LC2508  20250808  75300.0  ...  74160.0     70000.0       LC
28  LC2509  20250808  72340.0  ...  74600.0     71080.0       LC
29  LC2510  20250808  72500.0  ...  74940.0     71420.0       LC
30  LC2511  20250808  73000.0  ...  75000.0     71440.0       LC
31  LC2512  20250808  73460.0  ...  75100.0     71820.0       LC
32  LC2601  20250808  72800.0  ...  74980.0     71640.0       LC
33  LC2602  20250808  72660.0  ...  75360.0     71420.0       LC
34  LC2603  20250808  72600.0  ...  74900.0     71680.0       LC
35  LC2604  20250808  72900.0  ...  74300.0     71880.0       LC
36  LC2605  20250808  73000.0  ...  74360.0     71880.0       LC
37  LC2606  20250808  73000.0  ...  74280.0     71820.0       LC
38  LC2607  20250808  73140.0  ...  74640.0     71840.0       LC

[36 rows x 12 columns]
2025-08-08 18:26:25,141 - future_1d - INFO - ak.get_gfex_daily('2025-08-08') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250808   7951.0   8106.0  ...   448001.47   8022.0      7937.0       AP
1    AP511  20250808   7731.0   7836.0  ...     1528.13   7797.0      7731.0       AP
2    AP512  20250808   7776.0   7876.0  ...      266.12   7827.0      7781.0       AP
3    AP601  20250808   7857.0   7989.0  ...    38550.63   7919.0      7871.0       AP
4    AP603  20250808   7825.0   7881.0  ...      298.39   7852.0      7798.0       AP
5    AP604  20250808   7842.0   7913.0  ...      149.82   7885.0      7819.0       AP
6    AP605  20250808   7945.0   7983.0  ...      508.33   7943.0      7891.0       AP
7    CF509  20250808  13675.0  13700.0  ...   620030.80  13660.0     13675.0       CF
8    CF511  20250808  13735.0  13765.0  ...   129600.70  13710.0     13735.0       CF
9    CF601  20250808  13860.0  13865.0  ...   480629.88  13815.0     13830.0       CF
10   CF603  20250808  13815.0  13815.0  ...     1115.83  13775.0     13795.0       CF
11   CF605  20250808  13800.0  13810.0  ...    16865.58  13770.0     13785.0       CF
12   CF607  20250808  13800.0  13805.0  ...      599.62  13785.0     13800.0       CF
13   CJ509  20250808   9900.0  10395.0  ...    76968.18  10130.0      9955.0       CJ
14   CJ512  20250808  11050.0  11390.0  ...    27954.48  11170.0     10985.0       CJ
15   CJ601  20250808  11080.0  11545.0  ...  1477628.86  11310.0     11140.0       CJ
16   CJ603  20250808  11120.0  11590.0  ...    16298.76  11375.0     11190.0       CJ
17   CJ605  20250808  11260.0  11730.0  ...   225509.50  11495.0     11315.0       CJ
18   CJ607  20250808  11475.0  11890.0  ...     2828.46  11665.0     11500.0       CJ
19   CY508  20250808      0.0      0.0  ...        0.00  19925.0     19965.0       CY
20   CY509  20250808  19895.0  19925.0  ...     5699.31  19895.0     19905.0       CY
21   CY510  20250808      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250808  19795.0  19795.0  ...    56186.78  19685.0     19725.0       CY
23   CY512  20250808      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250808  19720.0  19810.0  ...     1499.13  19725.0     19780.0       CY
25   CY602  20250808      0.0      0.0  ...        0.00  20015.0     20055.0       CY
26   CY603  20250808      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250808      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250808  19955.0  19955.0  ...        9.98  19955.0     19970.0       CY
29   CY606  20250808      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250808      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250808   1063.0   1063.0  ...     1178.35   1056.0      1072.0       FG
32   FG509  20250808   1074.0   1076.0  ...  2335309.14   1060.0      1078.0       FG
33   FG510  20250808   1166.0   1167.0  ...    83984.35   1152.0      1168.0       FG
34   FG511  20250808   1159.0   1159.0  ...   122493.99   1143.0      1162.0       FG
35   FG512  20250808   1228.0   1230.0  ...    58746.51   1214.0      1237.0       FG
36   FG601  20250808   1220.0   1221.0  ...  2324575.61   1201.0      1222.0       FG
37   FG602  20250808   1267.0   1272.0  ...     1158.97   1254.0      1273.0       FG
38   FG603  20250808   1268.0   1269.0  ...      986.22   1248.0      1272.0       FG
39   FG604  20250808   1311.0   1314.0  ...      676.99   1297.0      1317.0       FG
40   FG605  20250808   1305.0   1309.0  ...    31981.23   1293.0      1311.0       FG
41   FG606  20250808   1325.0   1331.0  ...     1656.48   1319.0      1333.0       FG
42   FG607  20250808   1322.0   1328.0  ...      848.41   1313.0      1329.0       FG
43   JR509  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250808      0.0      0.0  ...        0.00   2340.0      2347.0       MA
53   MA509  20250808   2391.0   2399.0  ...   714862.22   2388.0      2395.0       MA
54   MA510  20250808   2418.0   2425.0  ...   104595.77   2419.0      2420.0       MA
55   MA511  20250808   2447.0   2452.0  ...   170031.10   2443.0      2448.0       MA
56   MA512  20250808   2478.0   2487.0  ...    69062.31   2471.0      2482.0       MA
57   MA601  20250808   2497.0   2505.0  ...   414762.11   2489.0      2502.0       MA
58   MA602  20250808   2496.0   2501.0  ...       89.63   2490.0      2500.0       MA
59   MA603  20250808   2495.0   2497.0  ...      101.97   2487.0      2497.0       MA
60   MA604  20250808   2481.0   2481.0  ...       54.45   2475.0      2481.0       MA
61   MA605  20250808   2456.0   2461.0  ...    12784.08   2446.0      2453.0       MA
62   MA606  20250808   2452.0   2452.0  ...        2.45   2452.0      2459.0       MA
63   MA607  20250808   2445.0   2454.0  ...       46.46   2445.0      2450.0       MA
64   OI509  20250808   9505.0   9592.0  ...  1848814.79   9560.0      9558.0       OI
65   OI511  20250808   9516.0   9605.0  ...   186992.06   9579.0      9569.0       OI
66   OI601  20250808   9495.0   9574.0  ...  1020082.29   9543.0      9532.0       OI
67   OI603  20250808   9447.0   9514.0  ...     3587.71   9491.0      9487.0       OI
68   OI605  20250808   9371.0   9416.0  ...    17002.12   9399.0      9398.0       OI
69   OI607  20250808   9381.0   9407.0  ...      150.22   9389.0      9416.0       OI
70   PF508  20250808   6290.0   6290.0  ...        6.29   6290.0      6300.0       PF
71   PF509  20250808   6310.0   6338.0  ...    64471.60   6322.0      6332.0       PF
72   PF510  20250808   6386.0   6416.0  ...   350921.50   6390.0      6402.0       PF
73   PF511  20250808   6386.0   6420.0  ...   170598.49   6392.0      6402.0       PF
74   PF512  20250808   6400.0   6418.0  ...    27882.97   6394.0      6400.0       PF
75   PF601  20250808   6410.0   6424.0  ...     6344.52   6406.0      6416.0       PF
76   PF602  20250808   6436.0   6436.0  ...        6.43   6434.0      6444.0       PF
77   PF603  20250808      0.0      0.0  ...        0.00   6426.0      6446.0       PF
78   PF604  20250808   6456.0   6456.0  ...        3.23   6456.0      6464.0       PF
79   PF605  20250808   6462.0   6462.0  ...        6.46   6462.0      6480.0       PF
80   PF606  20250808      0.0      0.0  ...        0.00   6474.0      6478.0       PF
81   PF607  20250808      0.0      0.0  ...        0.00   6488.0      6488.0       PF
82   PK510  20250808   8126.0   8130.0  ...   136665.11   8104.0      8118.0       PK
83   PK511  20250808   7996.0   7996.0  ...    95126.93   7964.0      7986.0       PK
84   PK512  20250808   7982.0   7982.0  ...    24738.54   7952.0      7976.0       PK
85   PK601  20250808   7978.0   7986.0  ...     8596.69   7964.0      7972.0       PK
86   PK603  20250808   7974.0   7974.0  ...      119.45   7964.0      7982.0       PK
87   PK604  20250808   7966.0   7972.0  ...       75.68   7966.0      7980.0       PK
88   PK605  20250808   7984.0   7984.0  ...     1429.92   7966.0      7980.0       PK
89   PL601  20250808   6462.0   6496.0  ...    15337.96   6461.0      6488.0       PL
90   PL602  20250808   6501.0   6509.0  ...      637.18   6502.0      6539.0       PL
91   PL603  20250808   6456.0   6464.0  ...      348.81   6459.0      6494.0       PL
92   PL604  20250808      0.0      0.0  ...        0.00   6476.0      6476.0       PL
93   PL605  20250808   6376.0   6376.0  ...       76.33   6361.0      6376.0       PL
94   PL606  20250808      0.0      0.0  ...        0.00   6487.0      6487.0       PL
95   PL607  20250808      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250808      0.0      0.0  ...        0.00   5896.0      5896.0       PR
103  PR509  20250808   5872.0   5882.0  ...    40344.31   5866.0      5892.0       PR
104  PR510  20250808   5918.0   5930.0  ...   152600.07   5910.0      5930.0       PR
105  PR511  20250808   5908.0   5936.0  ...   189199.92   5914.0      5928.0       PR
106  PR512  20250808   5920.0   5938.0  ...    95016.23   5920.0      5942.0       PR
107  PR601  20250808   5936.0   5942.0  ...     1556.27   5930.0      5944.0       PR
108  PR602  20250808      0.0      0.0  ...        0.00   5954.0      5966.0       PR
109  PR603  20250808      0.0      0.0  ...        0.00   5960.0      5966.0       PR
110  PR604  20250808      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250808      0.0      0.0  ...        0.00   5976.0      5978.0       PR
112  PR606  20250808   5952.0   5964.0  ...       35.75   5958.0      5968.0       PR
113  PR607  20250808   5960.0   5960.0  ...       35.76   5960.0      5996.0       PR
114  PX508  20250808      0.0      0.0  ...        0.00   6748.0      6788.0       PX
115  PX509  20250808   6758.0   6774.0  ...   217842.13   6748.0      6788.0       PX
116  PX510  20250808   6738.0   6752.0  ...   122856.56   6720.0      6758.0       PX
117  PX511  20250808   6722.0   6732.0  ...   214762.17   6708.0      6740.0       PX
118  PX512  20250808   6724.0   6730.0  ...    56250.76   6706.0      6738.0       PX
119  PX601  20250808   6712.0   6714.0  ...    58799.95   6692.0      6728.0       PX
120  PX602  20250808   6698.0   6698.0  ...       13.38   6688.0      6712.0       PX
121  PX603  20250808      0.0      0.0  ...        0.00   6684.0      6706.0       PX
122  PX604  20250808   6690.0   6690.0  ...        3.35   6690.0      6712.0       PX
123  PX605  20250808   6706.0   6706.0  ...       26.73   6684.0      6712.0       PX
124  PX606  20250808      0.0      0.0  ...        0.00   6688.0      6714.0       PX
125  PX607  20250808      0.0      0.0  ...        0.00   6698.0      6714.0       PX
126  RI509  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250808      0.0      0.0  ...        0.00   2753.0      2738.0       RM
133  RM509  20250808   2741.0   2781.0  ...  1042438.14   2763.0      2723.0       RM
134  RM511  20250808   2583.0   2606.0  ...    13275.83   2588.0      2567.0       RM
135  RM601  20250808   2468.0   2508.0  ...   592690.30   2486.0      2454.0       RM
136  RM603  20250808   2432.0   2456.0  ...    15811.15   2443.0      2424.0       RM
137  RM605  20250808   2404.0   2419.0  ...    56496.91   2409.0      2397.0       RM
138  RM607  20250808   2387.0   2394.0  ...     4129.18   2388.0      2378.0       RM
139  RS508  20250808      0.0      0.0  ...        0.00   4978.0      5003.0       RS
140  RS509  20250808   5012.0   5074.0  ...      146.14   5039.0      5064.0       RS
141  RS511  20250808   5181.0   5181.0  ...        5.18   5181.0      5243.0       RS
142  RS607  20250808      0.0      0.0  ...        0.00   5596.0      5596.0       RS
143  SA508  20250808   1270.0   1270.0  ...     1129.92   1270.0      1270.0       SA
144  SA509  20250808   1267.0   1270.0  ...   976360.83   1248.0      1272.0       SA
145  SA510  20250808   1296.0   1296.0  ...   222168.34   1273.0      1299.0       SA
146  SA511  20250808   1303.0   1303.0  ...   277462.95   1282.0      1306.0       SA
147  SA512  20250808   1354.0   1354.0  ...    78109.51   1329.0      1352.0       SA
148  SA601  20250808   1357.0   1359.0  ...  3794339.99   1336.0      1360.0       SA
149  SA602  20250808   1369.0   1369.0  ...     3757.22   1347.0      1369.0       SA
150  SA603  20250808   1371.0   1371.0  ...     3827.53   1351.0      1373.0       SA
151  SA604  20250808   1409.0   1409.0  ...     1689.33   1389.0      1411.0       SA
152  SA605  20250808   1413.0   1413.0  ...    94023.88   1393.0      1415.0       SA
153  SA606  20250808   1407.0   1409.0  ...     1175.85   1396.0      1417.0       SA
154  SA607  20250808   1404.0   1406.0  ...     1317.35   1393.0      1416.0       SA
155  SF508  20250808   5754.0   5780.0  ...      187.17   5760.0      5852.0       SF
156  SF509  20250808   5826.0   5836.0  ...   650952.44   5764.0      5854.0       SF
157  SF510  20250808   5802.0   5822.0  ...   185752.08   5752.0      5832.0       SF
158  SF511  20250808   6018.0   6018.0  ...   403579.06   5962.0      6024.0       SF
159  SF512  20250808   5996.0   6016.0  ...    64415.17   5958.0      6020.0       SF
160  SF601  20250808   5998.0   6000.0  ...   124433.15   5952.0      6012.0       SF
161  SF602  20250808   5920.0   5940.0  ...      360.44   5910.0      5958.0       SF
162  SF603  20250808   6054.0   6084.0  ...      163.58   6060.0      6100.0       SF
163  SF604  20250808   6064.0   6064.0  ...       48.34   6044.0      6090.0       SF
164  SF605  20250808   6056.0   6082.0  ...     1491.64   6040.0      6080.0       SF
165  SF606  20250808   6074.0   6074.0  ...      188.14   5974.0      6022.0       SF
166  SF607  20250808   6200.0   6200.0  ...      121.95   6098.0      6136.0       SF
167  SH508  20250808      0.0      0.0  ...        0.00   2303.0      2310.0       SH
168  SH509  20250808   2421.0   2462.0  ...  1176112.44   2437.0      2444.0       SH
169  SH510  20250808   2515.0   2541.0  ...   242094.91   2525.0      2537.0       SH
170  SH511  20250808   2525.0   2541.0  ...   296288.65   2527.0      2544.0       SH
171  SH512  20250808   2553.0   2559.0  ...    84979.22   2548.0      2574.0       SH
172  SH601  20250808   2548.0   2550.0  ...   423499.60   2535.0      2564.0       SH
173  SH602  20250808   2577.0   2577.0  ...     1453.94   2564.0      2595.0       SH
174  SH603  20250808   2593.0   2596.0  ...      874.53   2580.0      2611.0       SH
175  SH604  20250808   2632.0   2635.0  ...      292.24   2633.0      2659.0       SH
176  SH605  20250808   2655.0   2661.0  ...     6873.59   2643.0      2667.0       SH
177  SH606  20250808   2678.0   2678.0  ...      383.12   2661.0      2685.0       SH
178  SH607  20250808   2657.0   2657.0  ...       47.74   2652.0      2676.0       SH
179  SM508  20250808   6030.0   6064.0  ...       60.50   6050.0      6062.0       SM
180  SM509  20250808   6050.0   6086.0  ...   812884.09   6034.0      6064.0       SM
181  SM510  20250808   6072.0   6086.0  ...   104230.83   6028.0      6066.0       SM
182  SM511  20250808   6138.0   6154.0  ...   167535.77   6106.0      6148.0       SM
183  SM512  20250808   6154.0   6164.0  ...    33992.87   6130.0      6164.0       SM
184  SM601  20250808   6158.0   6172.0  ...   278407.62   6128.0      6160.0       SM
185  SM602  20250808   6166.0   6166.0  ...      140.83   6124.0      6160.0       SM
186  SM603  20250808   6108.0   6178.0  ...       73.55   6130.0      6166.0       SM
187  SM604  20250808   6126.0   6180.0  ...       85.57   6112.0      6176.0       SM
188  SM605  20250808   6170.0   6208.0  ...     5980.42   6166.0      6194.0       SM
189  SM606  20250808   6156.0   6190.0  ...       43.07   6152.0      6200.0       SM
190  SM607  20250808   6170.0   6194.0  ...       43.21   6172.0      6184.0       SM
191  SR509  20250808   5680.0   5709.0  ...   573663.00   5686.0      5675.0       SR
192  SR511  20250808   5614.0   5625.0  ...   102332.47   5594.0      5622.0       SR
193  SR601  20250808   5602.0   5603.0  ...  1059356.81   5576.0      5608.0       SR
194  SR603  20250808   5571.0   5573.0  ...     6417.86   5552.0      5580.0       SR
195  SR605  20250808   5550.0   5559.0  ...    32219.29   5531.0      5558.0       SR
196  SR607  20250808   5546.0   5549.0  ...     1836.29   5531.0      5556.0       SR
197  TA508  20250808   4670.0   4692.0  ...     3874.10   4676.0      4676.0       TA
198  TA509  20250808   4684.0   4702.0  ...   814135.54   4688.0      4708.0       TA
199  TA510  20250808   4686.0   4722.0  ...    61468.64   4706.0      4726.0       TA
200  TA511  20250808   4710.0   4728.0  ...    60953.77   4714.0      4730.0       TA
201  TA512  20250808   4724.0   4732.0  ...    29426.61   4718.0      4732.0       TA
202  TA601  20250808   4718.0   4734.0  ...   484330.84   4716.0      4738.0       TA
203  TA602  20250808   4724.0   4726.0  ...       63.65   4716.0      4736.0       TA
204  TA603  20250808   4726.0   4734.0  ...       26.02   4730.0      4748.0       TA
205  TA604  20250808   4746.0   4746.0  ...        7.12   4746.0      4756.0       TA
206  TA605  20250808   4758.0   4768.0  ...    11209.05   4754.0      4774.0       TA
207  TA606  20250808      0.0      0.0  ...        0.00   4762.0      4784.0       TA
208  TA607  20250808      0.0      0.0  ...        0.00   4772.0      4796.0       TA
209  UR508  20250808      0.0      0.0  ...      170.00   1723.0      1734.0       UR
210  UR509  20250808   1738.0   1748.0  ...   279280.64   1739.0      1743.0       UR
211  UR510  20250808   1741.0   1744.0  ...    12904.27   1736.0      1740.0       UR
212  UR511  20250808   1763.0   1767.0  ...    19940.39   1760.0      1765.0       UR
213  UR512  20250808   1758.0   1764.0  ...      502.69   1758.0      1760.0       UR
214  UR601  20250808   1756.0   1765.0  ...   137112.92   1757.0      1759.0       UR
215  UR602  20250808   1754.0   1762.0  ...      329.54   1753.0      1755.0       UR
216  UR603  20250808   1785.0   1791.0  ...       89.33   1787.0      1790.0       UR
217  UR604  20250808   1789.0   1794.0  ...      128.98   1791.0      1802.0       UR
218  UR605  20250808   1792.0   1799.0  ...     5322.94   1791.0      1795.0       UR
219  UR606  20250808   1785.0   1792.0  ...       57.06   1783.0      1789.0       UR
220  UR607  20250808   1793.0   1794.0  ...       17.90   1790.0      1794.0       UR
221  WH509  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC509  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC510  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-08 18:26:25,436 - future_1d - INFO - ak.get_czce_daily('2025-08-08') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250808   4131.00  ...   4115.00     4128.00        A
1     a2511  20250808   4100.00  ...   4093.00     4099.00        A
2     a2601  20250808   4100.00  ...   4093.00     4100.00        A
3     a2603  20250808   4092.00  ...   4085.00     4090.00        A
4     a2605  20250808   4130.00  ...   4123.00     4128.00        A
5     a2607  20250808   4128.00  ...   4120.00     4124.00        A
6     b2508  20250808   3610.00  ...   3610.00     3616.00        B
7     b2509  20250808   3746.00  ...   3743.00     3730.00        B
8     b2510  20250808   3784.00  ...   3781.00     3764.00        B
9     b2511  20250808   3804.00  ...   3797.00     3783.00        B
10    b2512  20250808   3805.00  ...   3812.00     3797.00        B
11    b2601  20250808   3792.00  ...   3798.00     3785.00        B
12    b2602  20250808   3772.00  ...   3770.00     3759.00        B
13    b2603  20250808   3674.00  ...   3674.00     3672.00        B
14    b2604  20250808   3560.00  ...   3561.00     3548.00        B
15    b2605  20250808   3478.00  ...   3484.00     3475.00        B
16    b2606  20250808   3464.00  ...   3466.00     3458.00        B
17    b2607  20250808   3452.00  ...   3454.00     3445.00        B
18   bb2509  20250808    149.80  ...    148.95      150.65       BB
19   bb2511  20250808    149.15  ...    148.25      149.90       BB
20   bb2601  20250808    149.45  ...    149.05      149.55       BB
21   bb2603  20250808      0.00  ...    147.90      147.90       BB
22   bb2605  20250808      0.00  ...    141.75      142.20       BB
23   bb2607  20250808      0.00  ...    147.50      147.95       BB
24   bz2603  20250808   6259.00  ...   6231.00     6268.00       BZ
25   bz2604  20250808   6189.00  ...   6198.00     6236.00       BZ
26   bz2605  20250808      0.00  ...   6239.00     6239.00       BZ
27   bz2606  20250808   6183.00  ...   6183.00     6239.00       BZ
28   bz2607  20250808      0.00  ...   6175.00     6175.00       BZ
29    c2509  20250808   2263.00  ...   2257.00     2266.00        C
30    c2511  20250808   2214.00  ...   2203.00     2214.00        C
31    c2601  20250808   2196.00  ...   2185.00     2194.00        C
32    c2603  20250808   2201.00  ...   2196.00     2200.00        C
33    c2605  20250808   2250.00  ...   2246.00     2248.00        C
34    c2607  20250808   2266.00  ...   2263.00     2265.00        C
35   cs2509  20250808   2663.00  ...   2644.00     2661.00       CS
36   cs2511  20250808   2558.00  ...   2544.00     2560.00       CS
37   cs2601  20250808   2567.00  ...   2554.00     2568.00       CS
38   cs2603  20250808   2559.00  ...   2550.00     2561.00       CS
39   cs2605  20250808   2610.00  ...   2606.00     2613.00       CS
40   cs2607  20250808   2608.00  ...   2611.00     2620.00       CS
41   eb2508  20250808      0.00  ...   7299.00     7299.00       EB
42   eb2509  20250808   7300.00  ...   7268.00     7309.00       EB
43   eb2510  20250808   7310.00  ...   7289.00     7334.00       EB
44   eb2511  20250808   7340.00  ...   7315.00     7351.00       EB
45   eb2512  20250808   7350.00  ...   7325.00     7367.00       EB
46   eb2601  20250808   7359.00  ...   7341.00     7379.00       EB
47   eb2602  20250808   7371.00  ...   7351.00     7387.00       EB
48   eb2603  20250808   7377.00  ...   7357.00     7404.00       EB
49   eb2604  20250808   7393.00  ...   7376.00     7413.00       EB
50   eb2605  20250808   7410.00  ...   7400.00     7411.00       EB
51   eb2606  20250808   7387.00  ...   7387.00     7376.00       EB
52   eb2607  20250808      0.00  ...   7376.00     7376.00       EB
53   eg2508  20250808      0.00  ...   4407.00     4407.00       EG
54   eg2509  20250808   4404.00  ...   4389.00     4412.00       EG
55   eg2510  20250808   4404.00  ...   4399.00     4419.00       EG
56   eg2511  20250808   4418.00  ...   4413.00     4431.00       EG
57   eg2512  20250808   4426.00  ...   4417.00     4443.00       EG
58   eg2601  20250808   4421.00  ...   4424.00     4436.00       EG
59   eg2602  20250808   4429.00  ...   4426.00     4442.00       EG
60   eg2603  20250808   4428.00  ...   4429.00     4445.00       EG
61   eg2604  20250808   4458.00  ...   4458.00     4464.00       EG
62   eg2605  20250808   4473.00  ...   4463.00     4464.00       EG
63   eg2606  20250808   4452.00  ...   4452.00     4470.00       EG
64   eg2607  20250808      0.00  ...   4446.00     4446.00       EG
65   fb2508  20250808      0.00  ...   1451.50     1451.50       FB
66   fb2509  20250808   1254.50  ...   1254.50     1254.00       FB
67   fb2510  20250808   1294.50  ...   1297.00     1296.50       FB
68   fb2511  20250808   1291.50  ...   1289.50     1292.00       FB
69   fb2512  20250808   1292.50  ...   1290.00     1292.50       FB
70   fb2601  20250808   1298.00  ...   1296.00     1297.00       FB
71   fb2602  20250808   1299.50  ...   1298.50     1299.50       FB
72   fb2603  20250808      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250808      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250808      0.00  ...   1337.50     1337.50       FB
75   fb2606  20250808      0.00  ...   1339.50     1339.50       FB
76   fb2607  20250808      0.00  ...   1302.50     1302.50       FB
77    i2508  20250808      0.00  ...    820.00      820.00        I
78    i2509  20250808    793.00  ...    790.00      791.50        I
79    i2510  20250808    793.50  ...    789.50      789.00        I
80    i2511  20250808    787.00  ...    785.00      785.00        I
81    i2512  20250808    783.00  ...    781.00      781.00        I
82    i2601  20250808    775.50  ...    774.00      773.00        I
83    i2602  20250808    772.50  ...    769.00      768.50        I
84    i2603  20250808    765.50  ...    764.50      764.00        I
85    i2604  20250808    761.00  ...    760.00      759.50        I
86    i2605  20250808    753.00  ...    751.50      751.00        I
87    i2606  20250808    748.00  ...    747.00      746.50        I
88    i2607  20250808    743.00  ...    742.00      741.50        I
89    j2508  20250808      0.00  ...   1598.00     1598.00        J
90    j2509  20250808   1663.00  ...   1648.50     1658.00        J
91    j2510  20250808   1674.50  ...   1663.00     1679.00        J
92    j2511  20250808   1701.50  ...   1689.00     1701.50        J
93    j2512  20250808   1717.50  ...   1709.00     1729.00        J
94    j2601  20250808   1738.00  ...   1729.50     1735.50        J
95    j2602  20250808      0.00  ...   1759.00     1759.00        J
96    j2603  20250808      0.00  ...   1784.00     1784.00        J
97    j2604  20250808      0.00  ...   1795.50     1795.50        J
98    j2605  20250808   1822.00  ...   1812.00     1819.00        J
99    j2606  20250808      0.00  ...   1837.50     1837.50        J
100   j2607  20250808      0.00  ...   1830.50     1830.50        J
101  jd2508  20250808   2756.00  ...   2788.00     2751.00       JD
102  jd2509  20250808   3393.00  ...   3373.00     3376.00       JD
103  jd2510  20250808   3292.00  ...   3272.00     3288.00       JD
104  jd2511  20250808   3340.00  ...   3326.00     3336.00       JD
105  jd2512  20250808   3470.00  ...   3444.00     3474.00       JD
106  jd2601  20250808   3575.00  ...   3548.00     3582.00       JD
107  jd2602  20250808   3193.00  ...   3182.00     3191.00       JD
108  jd2603  20250808   3201.00  ...   3184.00     3197.00       JD
109  jd2604  20250808   3358.00  ...   3345.00     3356.00       JD
110  jd2605  20250808   3459.00  ...   3452.00     3463.00       JD
111  jd2606  20250808   3297.00  ...   3293.00     3296.00       JD
112  jd2607  20250808   3512.00  ...   3511.00     3513.00       JD
113  jm2508  20250808      0.00  ...    878.00      878.00       JM
114  jm2509  20250808   1088.00  ...   1066.50     1085.00       JM
115  jm2510  20250808   1146.00  ...   1125.50     1143.00       JM
116  jm2511  20250808   1199.00  ...   1175.00     1184.00       JM
117  jm2512  20250808   1211.00  ...   1200.50     1204.50       JM
118  jm2601  20250808   1228.00  ...   1219.50     1221.00       JM
119  jm2602  20250808   1233.00  ...   1231.00     1233.00       JM
120  jm2603  20250808   1246.00  ...   1239.50     1243.00       JM
121  jm2604  20250808   1249.50  ...   1248.50     1248.50       JM
122  jm2605  20250808   1265.00  ...   1255.00     1257.50       JM
123  jm2606  20250808   1253.00  ...   1260.50     1261.50       JM
124  jm2607  20250808   1284.50  ...   1266.50     1266.50       JM
125   l2508  20250808      0.00  ...   7311.00     7311.00        L
126   l2509  20250808   7300.00  ...   7294.00     7302.00        L
127   l2510  20250808   7315.00  ...   7313.00     7321.00        L
128   l2511  20250808   7340.00  ...   7338.00     7353.00        L
129   l2512  20250808   7355.00  ...   7351.00     7364.00        L
130   l2601  20250808   7364.00  ...   7351.00     7369.00        L
131   l2602  20250808   7351.00  ...   7344.00     7359.00        L
132   l2603  20250808   7351.00  ...   7343.00     7356.00        L
133   l2604  20250808   7370.00  ...   7370.00     7378.00        L
134   l2605  20250808   7361.00  ...   7352.00     7367.00        L
135   l2606  20250808      0.00  ...   7360.00     7360.00        L
136   l2607  20250808      0.00  ...   7373.00     7373.00        L
137  lg2509  20250808    831.50  ...    828.50      833.00       LG
138  lg2511  20250808    844.50  ...    837.50      840.50       LG
139  lg2601  20250808    843.00  ...    841.50      840.50       LG
140  lg2603  20250808    834.50  ...    838.00      838.00       LG
141  lg2605  20250808    834.50  ...    842.00      840.00       LG
142  lg2607  20250808    842.00  ...    838.00      838.00       LG
143  lh2509  20250808  13890.00  ...  13895.00    13825.00       LH
144  lh2511  20250808  14120.00  ...  14140.00    14045.00       LH
145  lh2601  20250808  14350.00  ...  14390.00    14350.00       LH
146  lh2603  20250808  13400.00  ...  13385.00    13355.00       LH
147  lh2605  20250808  13905.00  ...  13915.00    13885.00       LH
148  lh2607  20250808  14405.00  ...  14395.00    14400.00       LH
149   m2508  20250808   3030.00  ...   3030.00     3004.00        M
150   m2509  20250808   3034.00  ...   3040.00     3020.00        M
151   m2511  20250808   3073.00  ...   3076.00     3058.00        M
152   m2512  20250808   3106.00  ...   3111.00     3090.00        M
153   m2601  20250808   3086.00  ...   3088.00     3068.00        M
154   m2603  20250808   2950.00  ...   2957.00     2943.00        M
155   m2605  20250808   2763.00  ...   2765.00     2754.00        M
156   m2607  20250808   2743.00  ...   2745.00     2737.00        M
157   p2508  20250808      0.00  ...   8808.00     8808.00        P
158   p2509  20250808   8964.00  ...   9012.00     8988.00        P
159   p2510  20250808   8956.00  ...   9004.00     8982.00        P
160   p2511  20250808   8966.00  ...   9008.00     8984.00        P
161   p2512  20250808   8962.00  ...   9016.00     8990.00        P
162   p2601  20250808   8970.00  ...   9026.00     8994.00        P
163   p2602  20250808   8978.00  ...   8990.00     8968.00        P
164   p2603  20250808   8940.00  ...   8946.00     8920.00        P
165   p2604  20250808   8868.00  ...   8882.00     8858.00        P
166   p2605  20250808   8776.00  ...   8814.00     8782.00        P
167   p2606  20250808   8762.00  ...   8754.00     8694.00        P
168   p2607  20250808   8686.00  ...   8656.00     8620.00        P
169  pg2508  20250808      0.00  ...   3885.00     3885.00       PG
170  pg2509  20250808   3814.00  ...   3803.00     3837.00       PG
171  pg2510  20250808   4282.00  ...   4272.00     4306.00       PG
172  pg2511  20250808   4208.00  ...   4201.00     4237.00       PG
173  pg2512  20250808   4169.00  ...   4155.00     4187.00       PG
174  pg2601  20250808   4121.00  ...   4109.00     4139.00       PG
175  pg2602  20250808   4055.00  ...   4054.00     4076.00       PG
176  pg2603  20250808   3973.00  ...   3978.00     3995.00       PG
177  pg2604  20250808   4257.00  ...   4265.00     4280.00       PG
178  pg2605  20250808   4167.00  ...   4162.00     4182.00       PG
179  pg2606  20250808   4116.00  ...   4107.00     4131.00       PG
180  pg2607  20250808   4070.00  ...   4059.00     4100.00       PG
181  pp2508  20250808   7021.00  ...   7021.00     7138.00       PP
182  pp2509  20250808   7079.00  ...   7066.00     7074.00       PP
183  pp2510  20250808   7071.00  ...   7061.00     7075.00       PP
184  pp2511  20250808   7090.00  ...   7078.00     7093.00       PP
185  pp2512  20250808   7102.00  ...   7093.00     7110.00       PP
186  pp2601  20250808   7115.00  ...   7096.00     7111.00       PP
187  pp2602  20250808   7087.00  ...   7079.00     7096.00       PP
188  pp2603  20250808   7077.00  ...   7075.00     7093.00       PP
189  pp2604  20250808   7099.00  ...   7089.00     7104.00       PP
190  pp2605  20250808   7105.00  ...   7091.00     7106.00       PP
191  pp2606  20250808   7078.00  ...   7078.00     7088.00       PP
192  pp2607  20250808      0.00  ...   7109.00     7109.00       PP
193  rr2508  20250808      0.00  ...   3562.00     3562.00       RR
194  rr2509  20250808   3563.00  ...   3570.00     3590.00       RR
195  rr2510  20250808   3614.00  ...   3609.00     3615.00       RR
196  rr2511  20250808   3607.00  ...   3612.00     3618.00       RR
197  rr2512  20250808   3611.00  ...   3607.00     3619.00       RR
198  rr2601  20250808   3621.00  ...   3620.00     3626.00       RR
199  rr2602  20250808   3616.00  ...   3610.00     3620.00       RR
200  rr2603  20250808   3608.00  ...   3608.00     3617.00       RR
201  rr2604  20250808   3613.00  ...   3613.00     3618.00       RR
202  rr2605  20250808   3611.00  ...   3610.00     3618.00       RR
203  rr2606  20250808      0.00  ...   3627.00     3627.00       RR
204  rr2607  20250808      0.00  ...   3633.00     3633.00       RR
205   v2508  20250808   4980.00  ...   4955.00     5003.00        V
206   v2509  20250808   5046.00  ...   5005.00     5045.00        V
207   v2510  20250808   5070.00  ...   5040.00     5084.00        V
208   v2511  20250808   5100.00  ...   5072.00     5115.00        V
209   v2512  20250808   5133.00  ...   5107.00     5148.00        V
210   v2601  20250808   5172.00  ...   5137.00     5177.00        V
211   v2602  20250808   5192.00  ...   5160.00     5192.00        V
212   v2603  20250808   5206.00  ...   5185.00     5208.00        V
213   v2604  20250808   5423.00  ...   5427.00     5457.00        V
214   v2605  20250808   5452.00  ...   5451.00     5466.00        V
215   v2606  20250808   5456.00  ...   5468.00     5499.00        V
216   v2607  20250808   5508.00  ...   5495.00     5536.00        V
217   y2508  20250808      0.00  ...   8586.00     8514.00        Y
218   y2509  20250808   8392.00  ...   8408.00     8426.00        Y
219   y2511  20250808   8402.00  ...   8410.00     8430.00        Y
220   y2512  20250808   8422.00  ...   8420.00     8430.00        Y
221   y2601  20250808   8400.00  ...   8396.00     8404.00        Y
222   y2603  20250808   8256.00  ...   8270.00     8278.00        Y
223   y2605  20250808   7970.00  ...   7976.00     7970.00        Y
224   y2607  20250808   7938.00  ...   7948.00     7948.00        Y

[225 rows x 12 columns]
2025-08-08 18:26:25,937 - future_1d - INFO - ak.get_dce_daily('2025-08-08') done
2025-08-08 18:26:27,676 - future_1d - INFO - save future_daily 2025-08-08 completed